{"id":"W2953466716","doi":"10.1093/analys/anz011","title":"The spectre of triviality","year":2019,"lang":"en","type":"article","venue":"Analysis","topic":"Philosophy and Theoretical Science","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Triviality; Rothschild; Philosophy; Semantics (computer science); Natural (archaeology); Epistemology; Computer science; Mathematics; History; Political science; Pure mathematics; Programming language; Law","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":[],"category_scores_codex":[0.0003633294,0.00002956837,0.0001046028,0.00003039188,0.00003490282,0.000005984517,0.0002003327,0.00002050831,0.002773556],"category_scores_gemma":[0.00002593568,0.00001650964,0.0001491915,0.0007469743,0.0001257247,0.00001412012,0.00001839215,0.00003972488,0.0004343047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003993245,"about_ca_system_score_gemma":0.00000351764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001069701,"about_ca_topic_score_gemma":0.0000253527,"domain_scores_codex":[0.999514,0.00007664743,0.0001009654,0.0001093763,0.00009984364,0.00009920268],"domain_scores_gemma":[0.9993678,0.0001951892,0.00004305094,0.0003534611,0.00001635629,0.0000240838],"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":[0.00001354684,0.0000225777,0.01972304,3.982842e-7,0.0002848386,4.499296e-7,0.000119277,0.000003597254,0.0000980175,0.9781799,0.00004243644,0.001511954],"study_design_scores_gemma":[0.0001897013,0.00006725591,0.3681239,0.000001209431,0.0005627006,4.392025e-7,0.000202967,0.0002978617,0.0006879863,0.626288,0.003492008,0.00008602005],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4872234,0.00005554812,0.0001846066,0.0007133204,0.00007627522,0.0000248729,0.000002267766,0.000005180313,0.5117145],"genre_scores_gemma":[0.9980035,0.000003212936,0.000007614602,0.00006202869,0.00002206327,0.000001125277,6.924653e-7,9.653661e-7,0.001898725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5107802,"threshold_uncertainty_score":0.9981381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008366562104300465,"score_gpt":0.304086000765377,"score_spread":0.2957194386610765,"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."}}