{"id":"W2924602988","doi":"10.1186/s13010-019-0072-9","title":"An empirical and philosophical exploration of clinical practice","year":2019,"lang":"en","type":"article","venue":"Philosophy Ethics and Humanities in Medicine","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Centre Hospitalier Universitaire Vaudois; McGill University","keywords":"Epistemology; Psychology; Engineering ethics; Philosophy; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02469858,0.0005148236,0.0004163464,0.004242443,0.01043971,0.01139404,0.002331941,0.004304537,0.004582002],"category_scores_gemma":[0.03367993,0.0003821848,0.0003718355,0.003479677,0.1345693,0.01374904,0.007974015,0.005489829,0.0003099786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0120382,"about_ca_system_score_gemma":0.01056759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002231516,"about_ca_topic_score_gemma":0.001702381,"domain_scores_codex":[0.9463628,0.0471233,0.0009013903,0.001575079,0.003073389,0.0009639927],"domain_scores_gemma":[0.9345095,0.05581016,0.00319289,0.002082829,0.002820684,0.001583868],"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":[0.00001096471,0.00003771058,0.000649551,0.000180655,0.000003533304,0.0001687771,0.2119579,0.0001333872,0.00009876549,0.7810649,0.0008557164,0.004837999],"study_design_scores_gemma":[0.00004351977,0.00005897395,0.001163169,0.001246957,0.000007194049,0.0006413949,0.3143477,0.0009914925,0.000220309,0.5736497,0.1076068,0.00002281089],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.185397,0.01625185,0.06493372,0.2374067,0.0008605149,0.0004498779,0.0001051998,0.00008150622,0.4945136],"genre_scores_gemma":[0.9888604,0.001512774,0.005742526,0.002104255,0.0001336043,0.0001852395,0.00001779029,0.00001515212,0.001428243],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02469858,"threshold_uncertainty_score":0.1306202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4503599880918864,"score_gpt":0.4994147598911502,"score_spread":0.04905477179926382,"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."}}