{"id":"W2102124797","doi":"10.3968/4435","title":"About Philosophical Sense of Category Reliability","year":2014,"lang":"en","type":"article","venue":"Advances in natural science/Advances in natural sciences","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polysemy; Reliability (semiconductor); Cybernetics; Epistemology; SOCRATES; Convergence (economics); Philosophical analysis; Plan (archaeology); Computer science; Sociology; Management science; Social science; Mathematics; Artificial intelligence; Philosophy; Engineering; Economics; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01343051,0.000808166,0.0008002452,0.00461219,0.005765093,0.006868688,0.001559263,0.004260846,0.005355089],"category_scores_gemma":[0.02410123,0.0004410412,0.001151054,0.003564007,0.03855412,0.01916285,0.007250868,0.006754984,0.0008182988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003382938,"about_ca_system_score_gemma":0.001629277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00130733,"about_ca_topic_score_gemma":0.0005257995,"domain_scores_codex":[0.9892606,0.005519185,0.0005854026,0.001463833,0.002518344,0.000652656],"domain_scores_gemma":[0.9839236,0.01040965,0.001108307,0.001685444,0.002218411,0.0006545901],"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":[0.000003703492,0.000002038895,0.00007098293,0.00001822537,0.000002043553,0.00001731337,0.001054843,0.00008486257,0.00004205459,0.996931,0.0003490282,0.001423971],"study_design_scores_gemma":[0.000002215694,0.000006744579,0.00006287727,0.00002415824,0.000002269101,0.00006502316,0.0005297535,0.0003061168,0.00002860661,0.9927918,0.006173643,0.000006909265],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07066856,0.01867858,0.5268503,0.0696087,0.003246149,0.00009338033,0.0003378255,0.0003715783,0.3101449],"genre_scores_gemma":[0.9468904,0.002732591,0.03831324,0.004733659,0.001847709,0.0002246042,0.0001446568,0.0001634953,0.004949597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01343051,"threshold_uncertainty_score":0.07102817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04153605517332974,"score_gpt":0.4077364537366298,"score_spread":0.3662003985633001,"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."}}