{"id":"W4416381027","doi":"10.1017/9781108641784.008","title":"A Conformity Theory of Chilling Effects","year":2025,"lang":"","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Conformity; Scope (computer science); Personalization; Prospect theory; Compliance (psychology); Behaviour change","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020083,0.0006912448,0.001290887,0.000713947,0.0007586015,0.0001096898,0.002702274,0.0006915249,0.00004489745],"category_scores_gemma":[0.0004675762,0.0007244668,0.000872197,0.00008504448,0.0019735,0.0002212793,0.001428381,0.000890866,0.00007161705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226952,"about_ca_system_score_gemma":0.0004255362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005328465,"about_ca_topic_score_gemma":7.896416e-7,"domain_scores_codex":[0.9959801,0.0004841959,0.0009170562,0.001189515,0.0009318481,0.0004973197],"domain_scores_gemma":[0.9905924,0.004939308,0.001224297,0.002058448,0.0008505426,0.0003350731],"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":[0.0004995723,0.00004468807,0.000006322417,0.000306352,0.000302271,0.00004963576,0.000179717,0.00001101147,0.000184081,0.9631587,0.001086749,0.03417093],"study_design_scores_gemma":[0.001686214,0.0001863094,0.0001138831,0.001351206,0.001220656,0.00001626237,0.0005377068,0.0003325573,0.01087093,0.01061653,0.9720699,0.0009978088],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002374758,0.0003395558,0.03609603,0.00001972821,0.0004657068,0.001343265,0.0007396587,0.00007915094,0.9585422],"genre_scores_gemma":[0.1841946,0.0001888564,0.0001702231,0.0000843235,0.0000593589,0.000001947751,0.00001679156,0.00002292295,0.8152609],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9709832,"threshold_uncertainty_score":0.9995207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04163847390103589,"score_gpt":0.2613451779621991,"score_spread":0.2197067040611632,"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."}}