{"id":"W2051929265","doi":"10.1053/j.ajkd.2011.11.014","title":"Everything Medically Necessary","year":2011,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Dialysis; Painting; Pleasure; White coat; General surgery; Surgery; Art history; Internal medicine; Psychology; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003273029,0.0004796574,0.0004787758,0.0009179311,0.005806715,0.004629368,0.0007886182,0.004890023,0.08877046],"category_scores_gemma":[0.01682132,0.0003164653,0.0006291254,0.0002998764,0.005135071,0.004272342,0.006836052,0.01315091,0.03249509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002426858,"about_ca_system_score_gemma":0.01250017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002380431,"about_ca_topic_score_gemma":0.009155731,"domain_scores_codex":[0.9959931,0.001029825,0.0001520908,0.0003168575,0.001677435,0.0008306383],"domain_scores_gemma":[0.988057,0.001221932,0.0003659117,0.0006568042,0.001977514,0.007720825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000994485,0.00007445306,0.0007588073,0.00005186762,0.000008731169,0.0002234524,0.0009347193,0.00002011557,0.0002755051,0.03115552,0.9180506,0.04843615],"study_design_scores_gemma":[0.000007837734,0.0000207103,0.001545185,0.000269575,0.00000632136,0.0005882064,0.001372986,0.00001510757,0.00009205628,0.01531001,0.980758,0.0000141688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002325179,0.005730261,0.001150071,0.5906422,0.02370228,0.00004059431,0.0000875881,0.0001327779,0.376189],"genre_scores_gemma":[0.0534077,0.006846856,0.0022022,0.5208144,0.01451912,0.00009540366,0.000179116,0.0001434004,0.4017918],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08877046,"threshold_uncertainty_score":0.2969667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01672452959582254,"score_gpt":0.2817314062623952,"score_spread":0.2650068766665727,"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."}}