{"id":"W4416768215","doi":"10.1098/rsta.2024.0373","title":"Transitivity, contextuality and decision making","year":2025,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Kochen–Specker theorem; Transitive relation; Graph; Context (archaeology); Preference; Decision theory; Natural (archaeology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003991205,0.0005183823,0.0007233818,0.00124893,0.001139977,0.004170074,0.0007608072,0.001496179,0.004506882],"category_scores_gemma":[0.008384048,0.0004219625,0.001012676,0.001347673,0.01197853,0.005656592,0.002020082,0.002187897,0.0003219131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002912153,"about_ca_system_score_gemma":0.001320654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002569873,"about_ca_topic_score_gemma":0.001534872,"domain_scores_codex":[0.995905,0.002334807,0.0001889331,0.0007702408,0.0005207837,0.0002803358],"domain_scores_gemma":[0.9929883,0.005018775,0.0006334179,0.0005575489,0.0004909468,0.0003111369],"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":[0.00002130879,0.00001058796,0.0002973464,0.00005514142,0.00002335723,0.00005716133,0.0003054569,0.003223345,0.0002656516,0.9916073,0.0002015549,0.003931705],"study_design_scores_gemma":[0.000005318276,0.00001261586,0.0002028538,0.00001316494,0.000005237192,0.00002981094,0.00007664758,0.003231126,0.00008622315,0.9947232,0.001607444,0.000006495217],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2507039,0.01407036,0.5925822,0.01973832,0.0005252108,0.000163799,0.0004447737,0.0002397094,0.1215319],"genre_scores_gemma":[0.9594482,0.002075361,0.03446664,0.0003556008,0.0001641739,0.00008048324,0.0001082359,0.00003147636,0.003269852],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004506882,"threshold_uncertainty_score":0.02112919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01594274303799815,"score_gpt":0.2722700045477736,"score_spread":0.2563272615097755,"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."}}