{"id":"W2590102731","doi":"10.1097/acm.0000000000001564","title":"In Reply to Lenchus","year":2017,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Miami; Reimbursement; Referral; Health care; Medicine; Medical education; Family medicine; Nursing; Political 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":[0.00271769,0.0007486259,0.001242842,0.0007524262,0.003612309,0.002684056,0.001863743,0.03001417,0.006497072],"category_scores_gemma":[0.02783744,0.0006967218,0.0007981387,0.000765649,0.002752082,0.004159454,0.001766303,0.0385029,0.005087002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003534672,"about_ca_system_score_gemma":0.004422974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005208436,"about_ca_topic_score_gemma":0.006605163,"domain_scores_codex":[0.9975019,0.0006479055,0.0003138663,0.0004213359,0.0007298947,0.0003851604],"domain_scores_gemma":[0.9928448,0.002888826,0.0005005897,0.0002047133,0.002122562,0.001438485],"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":[0.000024697,0.00001298978,0.0005012225,0.0000369778,0.000007236115,0.001827466,0.0001918437,0.00002953398,0.0000613807,0.0008165863,0.9930281,0.0034619],"study_design_scores_gemma":[0.00005548853,0.00005895097,0.001450493,0.0004729498,0.00002300781,0.008375771,0.001669277,0.0003570393,0.0003013908,0.004330762,0.9828056,0.00009945752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004152172,0.00130229,0.00005414542,0.9735077,0.02293463,0.00001035927,0.00003195009,0.0000344428,0.001709198],"genre_scores_gemma":[0.003908527,0.0008307021,0.0001179712,0.9761144,0.01468946,0.00002376645,0.0000179268,0.0000238021,0.00427338],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03001417,"threshold_uncertainty_score":0.02564597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08340420390827619,"score_gpt":0.4157648516637835,"score_spread":0.3323606477555073,"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."}}