{"id":"W4401107529","doi":"10.1093/9780191925375.003.0011","title":"The Argument from Universality","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Philosophy and Theoretical Science","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Universality (dynamical systems); Argument (complex analysis); Epistemology; Philosophy; Physics; Medicine; Quantum mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001563507,0.000130347,0.0001052278,0.00001433469,0.00008655465,0.00004103445,0.0003678504,0.0001620497,0.02232936],"category_scores_gemma":[0.000003918919,0.00007135203,0.0001048149,0.00001388387,0.0004570709,0.00001252408,0.0001185965,0.0003003423,0.01389724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004005266,"about_ca_system_score_gemma":0.00001318219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008525846,"about_ca_topic_score_gemma":0.0000226477,"domain_scores_codex":[0.9992218,0.00001363551,0.0001205968,0.0003279283,0.0001640888,0.0001519444],"domain_scores_gemma":[0.9991837,0.0002580986,0.00003011623,0.0004414732,0.00001255592,0.0000741117],"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":[0.00001194943,0.000004254497,1.76464e-7,7.613098e-7,0.00007393068,0.00003424653,0.00007083238,1.618346e-8,8.624546e-7,0.9917969,0.004436749,0.00356933],"study_design_scores_gemma":[0.00002062659,0.00001105829,0.000005896576,0.000008704863,0.00001986326,5.400159e-7,0.00001052806,0.000001124985,0.000001646171,0.5451005,0.4547635,0.00005600215],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006348737,0.0008067701,0.00005538005,0.004259622,0.001639091,0.00008548574,0.00006492413,0.00007017927,0.9930122],"genre_scores_gemma":[0.03836753,0.00004454551,0.000009124849,0.0003768061,0.0002959228,0.000002233267,0.000006795716,0.00001177812,0.9608853],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4503268,"threshold_uncertainty_score":0.9868706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02653374951547903,"score_gpt":0.2814963075028284,"score_spread":0.2549625579873494,"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."}}