{"id":"W3160076045","doi":"10.46692/9781447348283.002","title":"Changing Ideologies, Demographics and Attitudes","year":2019,"lang":"en","type":"other","venue":"","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demographics; Ideology; Geography; Psychology; Political science; Sociology; Demography; Law; Politics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000126057,0.0001008383,0.0001489901,0.0000876562,0.0001754831,0.00004882156,0.0001324885,0.0003254337,0.0007128754],"category_scores_gemma":[0.00003758263,0.00007823738,0.00004448073,0.0002007968,0.00025418,0.00003026258,0.00005896299,0.00009218698,0.00008297701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001534003,"about_ca_system_score_gemma":0.00003584252,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00295252,"about_ca_topic_score_gemma":0.02224647,"domain_scores_codex":[0.9993678,0.00003722664,0.00005264917,0.0001560437,0.0001544334,0.0002319025],"domain_scores_gemma":[0.9997843,0.00003384386,0.00005233014,0.00007001899,0.00001518358,0.00004436059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001206787,0.00001401577,0.02072057,0.00007325635,0.00009357441,0.000002802225,0.004285117,9.458817e-8,0.000001518541,0.5902776,0.3699521,0.01457816],"study_design_scores_gemma":[0.00004452606,0.000005800426,0.0007115949,0.0000446625,0.00001384412,1.649301e-7,0.005130763,0.000001623391,7.492847e-8,0.0007835482,0.9930978,0.0001656441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001877257,0.001362932,0.00002769945,0.0004645326,0.0004682092,0.0001863458,0.000005830093,0.0003191099,0.9969776],"genre_scores_gemma":[0.002057106,0.003480704,0.0002661368,0.0002556994,0.0004149294,0.000004541627,0.000006669136,0.00005510485,0.9934591],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6231456,"threshold_uncertainty_score":0.995595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02151465899995091,"score_gpt":0.3036944752334995,"score_spread":0.2821798162335486,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}