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"control", "family", "family policy", "family stability", "marriage", "parental" ], "party": "Republican", "source_url": "https://stevehiltonforgovernor.com/policy/the-family-first-agenda/", "stance": "support", "stance_confidence": 0.58, "stance_reason": "recommendation_default", "text": "Put family policy at the center of state government, including parental control in education and policies favoring marriage and family stability.", "theme_id": "family-social-policy", "theme_label": "Family Social Policy" } ], "evidence_groups": [ { "candidate_id": "chad-bianco", "candidate_name": "Chad Bianco", "claim_ids": [ "cl-app-source-bianco-education-page-037002766a28e81c-0d0aacc4-chad-bianco-e-7d3e720e" ], "claim_type": "recommendation", "date": "2026-05-26", "group_id": "idea:education-childcare:parent-control:evidence:chad-bianco:support:6f648ffb02", "matched_keywords": ["family", "parental"], "party": "Republican", "row_count": 1, "source_count": 1, "source_rows": [ { "claim_id": "cl-app-source-bianco-education-page-037002766a28e81c-0d0aacc4-chad-bianco-e-7d3e720e", "date": "2026-05-26", "event_id": "source-bianco-education-page-037002766a28e81c-0d0aacc4", "event_title": "Bianco education page", "source_url": "https://biancoforgovernor.com/education/", "text": "Push an education approach centered on school accountability and parental/family priorities." } ], "stance": "support", "statement": "Push an education approach centered on school accountability and parental/family priorities." }, { "candidate_id": "steve-hilton", "candidate_name": "Steve Hilton", "claim_ids": [ "cl-app-source-hilton-family-first-agenda-cdfcfd339777d776-cff14467-steve-hi-f4fbd766" ], "claim_type": "recommendation", "date": "2026-05-26", "group_id": "idea:education-childcare:parent-control:evidence:steve-hilton:support:6316bd4646", "matched_keywords": [ "control", "family", "family policy", "family stability", "marriage", "parental" ], "party": "Republican", "row_count": 1, "source_count": 1, "source_rows": [ { "claim_id": "cl-app-source-hilton-family-first-agenda-cdfcfd339777d776-cff14467-steve-hi-f4fbd766", "date": "2026-05-26", "event_id": "source-hilton-family-first-agenda-cdfcfd339777d776-cff14467", "event_title": "Hilton Family First agenda", "source_url": "https://stevehiltonforgovernor.com/policy/the-family-first-agenda/", "text": "Put family policy at the center of state government, including parental control in education and policies favoring marriage and family stability." } ], "stance": "support", "statement": "Put family policy at the center of state government, including parental control in education and policies favoring marriage and family stability." } ], "evidence_quality": "limited", "evidence_signal": "The current rows show this as a visible education/family-policy approach, but coverage is limited.", "idea_id": "idea:education-childcare:parent-control", "idea_kind": "policy", "idea_slug": "parent-control", "issue_id": "education-childcare", "label": "Parental control over schools", "matched_keywords": [ { "count": 2, "keyword": "family" }, { "count": 2, "keyword": "parental" }, { "count": 1, "keyword": "control" }, { "count": 1, "keyword": "family policy" }, { "count": 1, "keyword": "family stability" }, { "count": 1, "keyword": "marriage" } ], "party_aggregates": [ { "candidate_count": 2, "claim_count": 2, "issue_candidate_count": 2, "party": "Republican" } ], "plausibility": "Plausible for increasing parental voice; effects on student outcomes depend on the specific governance change.", "problem": "Some candidates frame school or family policy as insufficiently accountable to parents.", "quality_flags": [], "related_problem_links": [], "related_problems": ["Curriculum governance", "Civil rights in schools", "Family policy"], "review_status": "generated_review_candidate", "semantic_group_id": "idea-group:education-childcare:school-investment-and-governance", "semantic_group_label": "School 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"idea:education-childcare:parent-control:family" }, { "candidate_count": 2, "claim_ids": [ "cl-app-source-bianco-education-page-037002766a28e81c-0d0aacc4-chad-bianco-e-7d3e720e", "cl-app-source-hilton-family-first-agenda-cdfcfd339777d776-cff14467-steve-hi-f4fbd766" ], "evidence_count": 2, "label": "parental", "matched_keyword": "parental", "matched_keywords": ["parental"], "slug": "parental", "source_count": 2, "variant_id": "idea:education-childcare:parent-control:parental" }, { "candidate_count": 1, "claim_ids": [ "cl-app-source-hilton-family-first-agenda-cdfcfd339777d776-cff14467-steve-hi-f4fbd766" ], "evidence_count": 1, "label": "control", "matched_keyword": "control", "matched_keywords": ["control"], "slug": "control", "source_count": 1, "variant_id": "idea:education-childcare:parent-control:control" }, { "candidate_count": 1, "claim_ids": [ "cl-app-source-hilton-family-first-agenda-cdfcfd339777d776-cff14467-steve-hi-f4fbd766" ], "evidence_count": 1, "label": "family policy", "matched_keyword": "family policy", "matched_keywords": ["family policy"], "slug": "family-policy", "source_count": 1, "variant_id": "idea:education-childcare:parent-control:family-policy" }, { "candidate_count": 1, "claim_ids": [ "cl-app-source-hilton-family-first-agenda-cdfcfd339777d776-cff14467-steve-hi-f4fbd766" ], "evidence_count": 1, "label": "family stability", "matched_keyword": "family stability", "matched_keywords": ["family stability"], "slug": "family-stability", "source_count": 1, "variant_id": "idea:education-childcare:parent-control:family-stability" }, { "candidate_count": 1, "claim_ids": [ "cl-app-source-hilton-family-first-agenda-cdfcfd339777d776-cff14467-steve-hi-f4fbd766" ], "evidence_count": 1, "label": "marriage", "matched_keyword": "marriage", "matched_keywords": ["marriage"], "slug": "marriage", "source_count": 1, "variant_id": "idea:education-childcare:parent-control:marriage" } ] } ], "candidate_stances": [ { "approach_id": "education-childcare--college-childcare-costs", "candidate_id": "katie-porter", "candidate_name": "Katie Porter", "claim_count": 3, "claim_ids": [ "cl-app-event-2026-05-14-cbs-sf-examiner-governor-debate-katie-porter-pi-sou-5e74a68d", "cl-app-source-porter-campaign-priorities-272fdfb53aab31cd-3a89bdcd-katie-po-b07ed4bd", "cl-app-source-porter-campaign-priorities-272fdfb53aab31cd-3a89bdcd-katie-po-b6ad5a56" ], "confidence": 0.78, "issue_id": "education-childcare", "party": "Democratic", "review_status": "generated_review_candidate", "source_count": 2, "stance": "support", "stance_counts": { "oppose": 0, "qualify": 0, "record": 0, "support": 3, "unclear": 0 } }, { "approach_id": "education-childcare--college-childcare-costs", "candidate_id": "tom-steyer", "candidate_name": "Tom Steyer", "claim_count": 1, "claim_ids": [ "cl-app-source-steyer-education-issue-page-8bf6125014fa92d0-73c1e5ab-tom-ste-d49acf45" ], "confidence": 0.7, "issue_id": "education-childcare", "party": "Democratic", "review_status": "generated_review_candidate", "source_count": 1, "stance": "support", "stance_counts": { "oppose": 0, "qualify": 0, "record": 0, "support": 1, "unclear": 0 } }, { "approach_id": "education-childcare--college-childcare-costs", "candidate_id": "tony-k-thurmond", "candidate_name": "Tony K. Thurmond", "claim_count": 2, "claim_ids": [ "cl-app-event-tony-k-thurmond-2026-04-21-research-seed-announced-tk-12-educa-914cac91", "cl-app-source-thurmond-campaign-priorities-de98e1de1a07cdf4-0b67999f-tony-k-fd2ae313" ], "confidence": 0.74, "issue_id": "education-childcare", "party": "Democratic", "review_status": "generated_review_candidate", "source_count": 2, "stance": "support", "stance_counts": { "oppose": 0, "qualify": 0, "record": 1, "support": 1, "unclear": 0 } }, { "approach_id": "education-childcare--parent-control", "candidate_id": "chad-bianco", "candidate_name": "Chad Bianco", "claim_count": 1, "claim_ids": [ "cl-app-source-bianco-education-page-037002766a28e81c-0d0aacc4-chad-bianco-e-7d3e720e" ], "confidence": 0.58, "issue_id": "education-childcare", "party": "Republican", "review_status": "generated_review_candidate", "source_count": 1, "stance": "support", "stance_counts": { "oppose": 0, "qualify": 0, "record": 0, "support": 1, "unclear": 0 } }, { "approach_id": "education-childcare--parent-control", "candidate_id": "steve-hilton", "candidate_name": "Steve Hilton", "claim_count": 1, "claim_ids": [ "cl-app-source-hilton-family-first-agenda-cdfcfd339777d776-cff14467-steve-hi-f4fbd766" ], "confidence": 0.58, "issue_id": "education-childcare", "party": "Republican", "review_status": "generated_review_candidate", "source_count": 1, "stance": "support", "stance_counts": { "oppose": 0, "qualify": 0, "record": 0, "support": 1, "unclear": 0 } }, { "approach_id": "education-childcare--school-investment", "candidate_id": "antonio-villaraigosa", "candidate_name": "Antonio Villaraigosa", "claim_count": 1, "claim_ids": [ "cl-app-event-antonio-villaraigosa-2005-01-01-research-seed-pushed-mayoral-i-abde96e2" ], "confidence": 0.72, "issue_id": "education-childcare", "party": "Democratic", "review_status": "generated_review_candidate", "source_count": 1, "stance": "record", "stance_counts": { "oppose": 0, "qualify": 0, "record": 1, "support": 0, "unclear": 0 } }, { "approach_id": "education-childcare--school-investment", "candidate_id": "steve-hilton", "candidate_name": "Steve Hilton", "claim_count": 2, "claim_ids": [ "cl-app-source-hilton-third-grade-education-policy-53444d2490f2c8e2-48fe412f-6ff171f3", "cl-app-source-hilton-third-grade-education-policy-53444d2490f2c8e2-48fe412f-b42d05de" ], "confidence": 0.74, "issue_id": "education-childcare", "party": "Republican", "review_status": "generated_review_candidate", "source_count": 1, "stance": "support", "stance_counts": { "oppose": 0, "qualify": 1, "record": 0, "support": 1, "unclear": 0 } }, { "approach_id": "education-childcare--school-investment", "candidate_id": "tony-k-thurmond", "candidate_name": "Tony K. Thurmond", "claim_count": 6, "claim_ids": [ "cl-app-event-tony-k-thurmond-2019-01-01-research-seed-launched-or-promoted-5b68c81e", "cl-app-event-tony-k-thurmond-2026-01-08-research-seed-announced-a-five-year-442b21a4", "cl-app-event-tony-k-thurmond-2026-01-09-research-seed-issued-statement-tyin-38638c20", "cl-app-event-tony-k-thurmond-2026-03-02-research-seed-announced-high-school-12dd87db", "cl-app-event-tony-k-thurmond-2026-05-08-research-seed-highlighted-personal-b1706b1b", "cl-app-source-thurmond-campaign-priorities-de98e1de1a07cdf4-0b67999f-tony-k-d73da4af" ], "confidence": 0.9, "issue_id": "education-childcare", "party": "Democratic", "review_status": "generated_review_candidate", "source_count": 6, "stance": "support", "stance_counts": { "oppose": 0, "qualify": 0, "record": 3, "support": 1, "unclear": 2 } } ], "evidence_groups": [], "generated_at": "2026-06-02T08:01:06.314093+00:00", "idea_groups": [ { "approach_ids": [ "education-childcare--school-investment", "education-childcare--parent-control" ], "candidate_count": 4, "candidate_summaries": [ { "candidate_id": "tony-k-thurmond", "candidate_name": "Tony K. Thurmond", "claim_count": 6, "party": "Democratic", "source_count": 6, "stance": "support" }, { "candidate_id": "steve-hilton", "candidate_name": "Steve Hilton", "claim_count": 3, "party": "Republican", "source_count": 2, "stance": "support" }, { "candidate_id": "antonio-villaraigosa", "candidate_name": "Antonio Villaraigosa", "claim_count": 1, "party": "Democratic", "source_count": 1, "stance": "record" }, { "candidate_id": "chad-bianco", "candidate_name": "Chad Bianco", "claim_count": 1, "party": "Republican", "source_count": 1, "stance": "support" } ], "claim_count": 11, "curation_note": "Codex semantic grouping over deterministic source-backed approach clusters; source rows remain attached to the child approaches.", "evidence_quality": "comparative", "group_id": "idea-group:education-childcare:school-investment-and-governance", "group_kind": "approach", "group_slug": "school-investment-and-governance", "idea_ids": [ "idea:education-childcare:school-investment", "idea:education-childcare:parent-control" ], "issue_id": "education-childcare", "label": "School investment and governance", "party_aggregates": [ { "candidate_count": 2, "claim_count": 7, "issue_candidate_count": 4, "party": "Democratic" }, { "candidate_count": 2, "claim_count": 4, "issue_candidate_count": 2, "party": "Republican" } ], "primary_approach_id": "education-childcare--school-investment", "primary_idea_slug": "school-investment", "quality_flags": [], "review_status": "codex_curated_review_candidate", "source_count": 10, "stance_counts": { "oppose": 0, "qualify": 1, "record": 4, "support": 4, "unclear": 2 }, "summary": "Public-school investment, student supports, parental control, and school-governance approaches." }, { "approach_ids": ["education-childcare--college-childcare-costs"], "candidate_count": 3, "candidate_summaries": [ { "candidate_id": "katie-porter", "candidate_name": "Katie Porter", "claim_count": 3, "party": "Democratic", "source_count": 2, "stance": "support" }, { "candidate_id": "tony-k-thurmond", "candidate_name": "Tony K. Thurmond", "claim_count": 2, "party": "Democratic", "source_count": 2, "stance": "support" }, { "candidate_id": "tom-steyer", "candidate_name": "Tom Steyer", "claim_count": 1, "party": "Democratic", "source_count": 1, "stance": "support" } ], "claim_count": 6, "curation_note": "Codex semantic grouping over deterministic source-backed approach clusters; source rows remain attached to the child approaches.", "evidence_quality": "comparative", "group_id": "idea-group:education-childcare:college-and-child-care-costs", "group_kind": "approach", "group_slug": "college-and-child-care-costs", "idea_ids": ["idea:education-childcare:college-childcare-costs"], "issue_id": "education-childcare", "label": "College and child-care affordability", "party_aggregates": [ { "candidate_count": 3, "claim_count": 6, "issue_candidate_count": 4, "party": "Democratic" } ], "primary_approach_id": "education-childcare--college-childcare-costs", "primary_idea_slug": "college-childcare-costs", "quality_flags": [], "review_status": "codex_curated_review_candidate", "source_count": 5, "stance_counts": { "oppose": 0, "qualify": 0, "record": 1, "support": 5, "unclear": 0 }, "summary": "Child care, tuition, early education, college costs, and workforce-affordability approaches." } ], "issue": { "analysis_questions": [ "Is the row investing in public-school capacity, changing governance, or lowering education/child-care costs?", "Does it identify a delivery mechanism such as funding, staffing, curriculum authority, tuition relief, or care slots?", "What tradeoff exists between access, quality, parental control, state funding, and local implementation?" ], "approach_ids": [ "education-childcare--school-investment", "education-childcare--college-childcare-costs", "education-childcare--parent-control" ], "candidate_count": 6, "claim_count": 17, "coverage_summary": { "average_score": 70, "by_quality": { "comparative": 2, "limited": 1 }, "warning": "Coverage summarizes normalized source rows only; missing rows are not opposition." }, "idea_group_ids": [ "idea-group:education-childcare:school-investment-and-governance", "idea-group:education-childcare:college-and-child-care-costs" ], "issue_id": "education-childcare", "label": "Education & Child Care", "party_denominators": [ { "candidate_count": 4, "party": "Democratic" }, { "candidate_count": 2, "party": "Republican" } ], "problem_statement": "Education and child-care rows combine student outcomes, school governance, higher-education affordability, child-care capacity, and workforce preparation.", "summary": "Schools, higher education, child care, parental control, and workforce training.", "theme_ids": [ "child-care", "education", "education-affordability", "education-budget", "education-workforce-costs", "family-social-policy", "financial-education", "high-school-redesign", "higher-education", "literacy" ] }, "limitations": [ "This is a research prototype, not a voter guide, endorsement, or final assessment.", "Many rows are model-generated or unreviewed and should be treated as evidence-navigation aids.", "Missing or limited coverage means the dataset has not ingested, normalized, or balanced that surface yet; it is not evidence that a candidate lacks activity there.", "Use source URLs and record IDs when citing claims. Prefer the linked JSON/JSONL companion files for retrieval." ], "links": { "app_ideas": "https://polit.pages.dev/app/?view=ideas&issue=education-childcare", "app_issue": "https://polit.pages.dev/app/?view=issues&issue=education-childcare", "json": "https://polit.pages.dev/llm/issues/education-childcare.json", "markdown": "https://polit.pages.dev/llm/issues/education-childcare.md" }, "schema_version": "llm-static-exports/v1", "stance_guide": { "oppose": { "description": "Source rows reject or argue against the selected approach statement.", "label": "Opposes this approach" }, "qualify": { "description": "Source rows partly support, condition, or mix the selected approach with another claim.", "label": "Mixed / conditional signal" }, "record": { "description": "Source rows describe a record signal rather than a current position.", "label": "Record-only signal" }, "support": { "description": "Source rows back the selected approach statement.", "label": "Supports this approach" }, "unclear": { "description": "Source rows mention the topic but do not clearly support or oppose the approach.", "label": "Unclear signal" } } }