{"id":"W4237763938","doi":"10.1007/978-1-4939-7131-2_100026","title":"Analytical Models for Social Preferences","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; Computer science; Sociology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000580176,0.0001921054,0.0002818664,0.00003121594,0.0001618858,0.00006496228,0.0001678057,0.0001646935,0.004331448],"category_scores_gemma":[7.068349e-7,0.0001724161,0.0002649426,0.000009129872,0.0001326463,0.00006314331,0.00005066053,0.0001265332,0.00009132882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001631043,"about_ca_system_score_gemma":0.00009214186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000299116,"about_ca_topic_score_gemma":0.00000571039,"domain_scores_codex":[0.9992261,0.000003197363,0.0002105097,0.0002550826,0.0001283438,0.0001767678],"domain_scores_gemma":[0.9995358,0.00003646447,0.0001032489,0.000109087,0.0001609549,0.00005442645],"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":[0.000004464457,0.000007816923,0.00000997385,0.000006009667,0.00008880126,3.489353e-8,0.0000910706,0.000005131691,8.473915e-8,0.985564,0.01075515,0.003467484],"study_design_scores_gemma":[0.0001032298,0.00003216668,0.000003034851,0.00001356614,0.0000394097,1.645086e-8,0.00003371204,0.01098325,7.04276e-7,0.8968309,0.09174473,0.0002152456],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009883643,0.000007071994,0.02079076,0.0001111436,0.0001654969,0.0002136164,0.0003662946,0.00002266425,0.9782241],"genre_scores_gemma":[0.04947381,0.000003636696,0.000595942,0.00008825173,0.002483936,0.00002486836,0.0002209926,0.00003765992,0.9470709],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08873303,"threshold_uncertainty_score":0.9965788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06994497639102815,"score_gpt":0.3170437889032467,"score_spread":0.2470988125122186,"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."}}