{"id":"W4392806054","doi":"10.22331/q-2024-03-14-1283","title":"A structure theorem for generalized-noncontextual ontological models","year":2024,"lang":"en","type":"article","venue":"Quantum","topic":"Philosophy and History of Science","field":"Arts and Humanities","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"Ministry of Colleges and Universities; Innovation, Science and Economic Development Canada; Institut Périmètre de physique théorique; Narodowym Centrum Nauki; Government of Canada; Strong","keywords":"Mathematics; Probabilistic logic; Simple (philosophy); Equivalence (formal languages); Measure (data warehouse); Leverage (statistics); Representation (politics); Algebra over a field; Calculus (dental); Pure mathematics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003602807,0.0007413886,0.001064475,0.001655864,0.002712661,0.003511989,0.001931605,0.002256152,0.007505858],"category_scores_gemma":[0.007046755,0.0006413614,0.003083241,0.001054661,0.0083915,0.01186979,0.004956419,0.005379447,0.0008096792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003063679,"about_ca_system_score_gemma":0.001318383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001211122,"about_ca_topic_score_gemma":0.001048586,"domain_scores_codex":[0.9975141,0.000625826,0.0001464273,0.0007512047,0.0006310618,0.0003314513],"domain_scores_gemma":[0.9952217,0.002508277,0.0004099633,0.001057977,0.0005245647,0.0002775213],"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":[0.000001686432,0.000003282273,0.00002981627,0.000008673804,0.00000259939,0.00001265717,0.00006337003,0.0002445098,0.00009528485,0.9989341,0.0001345714,0.0004694047],"study_design_scores_gemma":[0.000005205788,0.000005608052,0.00004635843,0.000006969104,0.000003289518,0.00001687649,0.00002036033,0.003711312,0.0001345921,0.9947169,0.001328441,0.000004114223],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06806973,0.0006362704,0.8623773,0.0047487,0.0002041637,0.0001847803,0.0005995442,0.0004621388,0.06271739],"genre_scores_gemma":[0.7679352,0.0005041474,0.218586,0.001699316,0.0004989646,0.0006963912,0.0009054904,0.00021092,0.008963633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007505858,"threshold_uncertainty_score":0.02510959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1019107353029898,"score_gpt":0.2729759306541639,"score_spread":0.1710651953511741,"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."}}