{"id":"W4379618151","doi":"10.31234/osf.io/jdtp4","title":"Mapping the heterogeneity of political beliefs and rigidity","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Social and Intergroup Psychology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Rigidity (electromagnetism); Politics; Conservatism; Social psychology; Situated; Ideology; Psychology; Epistemology; Covariance; Positive economics; Cognitive psychology; Sociology; Political science; Economics; Mathematics; Computer science; Law; Statistics; Artificial intelligence; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003596189,0.0002885338,0.0004351269,0.002187826,0.0006893014,0.00188709,0.0004658867,0.0004343023,0.002547551],"category_scores_gemma":[0.02456417,0.0003641444,0.0004981205,0.001606384,0.002215938,0.001441856,0.00282113,0.001135266,0.0001560218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005001551,"about_ca_system_score_gemma":0.0003743209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003026712,"about_ca_topic_score_gemma":0.003212988,"domain_scores_codex":[0.9974331,0.001445751,0.0001025085,0.0005345316,0.0003275425,0.0001565366],"domain_scores_gemma":[0.9819105,0.01316427,0.00184409,0.002270879,0.0005446693,0.000265583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004884701,0.0001724808,0.8883483,0.0001039063,0.0003836041,0.0001050404,0.01275677,0.004268508,0.01006329,0.02688076,0.0004047895,0.0560241],"study_design_scores_gemma":[0.00001911812,0.00006891424,0.9572515,0.00002081906,0.0000614348,0.0001136844,0.003283435,0.01286827,0.001413902,0.02436298,0.0004994117,0.00003664978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853668,0.0000339054,0.01289727,0.00007989154,0.000002930004,0.00001546927,0.00008765537,0.0000233471,0.001492715],"genre_scores_gemma":[0.9983786,0.0000108141,0.001464515,0.000006517699,0.000002403609,0.000009043433,0.0000688513,0.000006352082,0.00005284497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003596189,"threshold_uncertainty_score":0.01901871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1861730621092435,"score_gpt":0.407362749868679,"score_spread":0.2211896877594355,"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."}}