{"id":"W2885852522","doi":"10.1177/1555343418789831","title":"Evidence-Based Medicine, Best Practices, Transductive Models, and Naturalistic Decision Making: Commentary on Paul R. Falzer, Naturalistic Decision Making and the Practice of Health Care","year":2018,"lang":"en","type":"article","venue":"Journal of Cognitive Engineering and Decision Making","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Process (computing); Health care; Evidence-based medicine; Psychology; Naturalism; Quality (philosophy); Best practice; Evidence-based practice; Task (project management); MEDLINE; Management science; Computer science; Medicine; Alternative medicine; Epistemology; Political science; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01272178,0.0005066912,0.001239116,0.0007586263,0.001276836,0.0001149214,0.000344838,0.0003322448,0.00002940215],"category_scores_gemma":[0.08573439,0.0003368915,0.0001218203,0.0006112866,0.0005176074,0.001759142,0.000216172,0.002630809,0.000002891682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000382599,"about_ca_system_score_gemma":0.0004852815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002004181,"about_ca_topic_score_gemma":0.0001097021,"domain_scores_codex":[0.9917237,0.002895318,0.00245542,0.0006113589,0.001698599,0.0006156135],"domain_scores_gemma":[0.8509551,0.1410281,0.004357977,0.0003498865,0.003048392,0.0002604625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.02854589,0.0001748692,0.0008761835,0.001565933,0.0002827455,0.0001581133,0.02515749,0.001367038,0.00003033534,0.001764499,0.001825591,0.9382513],"study_design_scores_gemma":[0.02884173,0.01204284,0.02949221,0.5633808,0.002982613,0.001813276,0.164198,0.1506825,0.00003061683,0.03057971,0.01383018,0.002125541],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3972603,0.1350912,0.4396576,0.02237638,0.00318856,0.002024702,0.0000834387,0.00005917347,0.0002586487],"genre_scores_gemma":[0.9440134,0.006651405,0.03682205,0.01160096,0.0008263699,0.00001741556,0.000004049613,0.00006226815,0.000002093351],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9361258,"threshold_uncertainty_score":0.9999083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4087943743353505,"score_gpt":0.5413866205489544,"score_spread":0.1325922462136038,"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."}}