{"id":"W2593034070","doi":"10.1090/stml/080/12","title":"Preferences and society","year":2016,"lang":"en","type":"book-chapter","venue":"Student mathematical library","topic":"Philosophical Ethics and Theory","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Political 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":[0.0001287654,0.0002866121,0.0003937113,0.00003200008,0.000135978,0.0002678879,0.000272862,0.0002118636,0.01761729],"category_scores_gemma":[0.0000103701,0.000171579,0.0002016783,0.000002706593,0.0009739572,0.0002402596,0.0004178044,0.0003881904,0.0007680357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005731295,"about_ca_system_score_gemma":0.00003177985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.135823e-7,"about_ca_topic_score_gemma":3.438335e-7,"domain_scores_codex":[0.99884,0.00001565506,0.0003139179,0.0003068016,0.0003465526,0.0001770455],"domain_scores_gemma":[0.9990333,0.0004703794,0.000106509,0.0002415155,0.0000210701,0.0001271976],"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":[0.000004746376,0.00003159268,4.842647e-7,0.0002079954,0.0001344082,0.000003388889,0.003376179,1.411893e-9,3.079506e-7,0.9921867,0.003260056,0.0007941609],"study_design_scores_gemma":[0.0000980274,0.00004180033,9.148208e-7,0.0003904682,0.00003964521,0.0000011414,0.00006836568,9.896432e-7,7.085913e-7,0.7218618,0.2773063,0.0001898887],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005948576,0.000499778,0.000009511404,0.003319794,0.000148447,0.0002074567,0.0001389704,0.0001409015,0.9954756],"genre_scores_gemma":[0.02664968,0.0006911821,0.0001126325,0.001522023,0.001499765,0.00001686287,0.00001581846,0.00007923736,0.9694128],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2740462,"threshold_uncertainty_score":0.9871801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04660166639330743,"score_gpt":0.2448556851018885,"score_spread":0.1982540187085811,"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."}}