{"id":"W4362692181","doi":"10.1097/acm.0000000000005231","title":"When You Have No Words","year":2023,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Mentorship; Library science; Advice (programming); Medicine; Medical education; MEDLINE; Family medicine; Political science; Law; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003240345,0.0008786023,0.0009353043,0.0007341956,0.003535695,0.007549423,0.001731885,0.005276469,0.24512],"category_scores_gemma":[0.05047951,0.0002903936,0.0009436916,0.0005237884,0.002556148,0.008398804,0.003533825,0.008473345,0.2078983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001681374,"about_ca_system_score_gemma":0.003024131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002448729,"about_ca_topic_score_gemma":0.002967092,"domain_scores_codex":[0.9954681,0.001214723,0.0003224812,0.0004410942,0.001953628,0.0005999348],"domain_scores_gemma":[0.9843553,0.00240429,0.00100078,0.00082069,0.007892216,0.003526636],"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":[0.0000258703,0.00001533578,0.0001707631,0.00008547918,0.00000666634,0.0002397835,0.0002915148,0.00000749003,0.00005356399,0.001855158,0.9741812,0.02306733],"study_design_scores_gemma":[0.00001219492,0.00002511243,0.0001754118,0.0003279003,0.00000699993,0.0008940977,0.001715205,0.00001886964,0.0001043308,0.00249244,0.9942055,0.00002197677],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001881404,0.01105986,0.001752668,0.5855005,0.27139,0.0001699731,0.0009495877,0.001045856,0.1262503],"genre_scores_gemma":[0.0209074,0.01075896,0.001675375,0.4106073,0.04058575,0.0002307276,0.0009330407,0.0009277772,0.5133737],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.24512,"threshold_uncertainty_score":0.8200083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1100817846675163,"score_gpt":0.4635687798680102,"score_spread":0.3534869952004939,"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."}}