{"id":"W4406523884","doi":"10.1073/pnas.2417078122","title":"Conformity to continuous and discrete ordered traits","year":2025,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Center for Computational, Evolutionary and Human Genomics, Stanford University; Banff International Research Station for Mathematical Innovation and Discovery; Santa Fe Institute; John Templeton Foundation","keywords":"Conformity; Psychology; Social psychology; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001705765,0.0005105902,0.0005727974,0.000731656,0.0008094754,0.002188563,0.001146365,0.001407747,0.005360044],"category_scores_gemma":[0.01107074,0.0002506198,0.0008321769,0.000712787,0.002521394,0.002057707,0.001240277,0.001673028,0.0005704805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001392134,"about_ca_system_score_gemma":0.0006698329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004742377,"about_ca_topic_score_gemma":0.003537106,"domain_scores_codex":[0.9988148,0.0005199685,0.00003669412,0.0002717448,0.0001501258,0.000206725],"domain_scores_gemma":[0.9948848,0.002400278,0.0009751762,0.0008020051,0.0003515643,0.0005863008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002706651,0.0002749168,0.02754417,0.00009141923,0.0001161003,0.0007957816,0.001661432,0.3173463,0.005704678,0.628377,0.00361062,0.01420683],"study_design_scores_gemma":[0.0001338487,0.0002098102,0.008736301,0.00003534391,0.00004170862,0.0003930801,0.0004962789,0.6855493,0.0005872991,0.3003545,0.003376456,0.00008621195],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8697513,0.000204636,0.09592354,0.001634951,0.00008097685,0.00007568689,0.0004931947,0.0002136868,0.03162214],"genre_scores_gemma":[0.9903082,0.00006991249,0.005671774,0.0001149872,0.00001420986,0.00005121345,0.0001042736,0.00002680924,0.003638659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005360044,"threshold_uncertainty_score":0.0179311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02426545710396883,"score_gpt":0.3349990357221038,"score_spread":0.310733578618135,"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."}}