{"id":"W4236308906","doi":"10.5858/134.4.510","title":"Gloria R. Gallo, MD","year":2010,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internship; Medical laboratory; Renal pathology; Family medicine; Pathology; General surgery; Medical education; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006938404,0.0007531288,0.0004360244,0.000983791,0.001148905,0.001577066,0.0006326848,0.001485638,0.05416466],"category_scores_gemma":[0.007003189,0.0002812004,0.0003116837,0.0003927729,0.0005380841,0.001284826,0.0009637011,0.003510247,0.02817762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140096,"about_ca_system_score_gemma":0.001702126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003162637,"about_ca_topic_score_gemma":0.004109229,"domain_scores_codex":[0.9994146,0.00008960829,0.00003172988,0.0001401276,0.0002174959,0.0001065118],"domain_scores_gemma":[0.9978874,0.000346234,0.0001276126,0.00009566032,0.0007251159,0.0008178317],"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":[0.00001475992,0.000009233033,0.0006295854,0.00004902923,0.000003555749,0.0003219031,0.0000339879,0.00003189319,0.00007878163,0.0007551523,0.9527599,0.04531223],"study_design_scores_gemma":[0.00001466748,0.00001913773,0.001270501,0.0004001517,0.000007566302,0.006315188,0.0001052523,0.00009433571,0.0001357783,0.001115625,0.990506,0.00001584019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005094086,0.1575461,0.003486776,0.4284284,0.09661116,0.0001387508,0.001048034,0.001310752,0.306336],"genre_scores_gemma":[0.07239196,0.1586765,0.003534442,0.2425665,0.05518768,0.0002580503,0.001373556,0.0006845921,0.4653267],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05416466,"threshold_uncertainty_score":0.1811988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01161922067636248,"score_gpt":0.2959789112932238,"score_spread":0.2843596906168613,"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."}}