{"id":"W2005579798","doi":"10.5489/cuaj.505","title":"Clavien classification in urology: Is there concordance among post-graduate trainees and attending urologists?","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Concordance; Medicine; Kappa; Urology; Internal medicine; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0136271,0.0002244956,0.0003448527,0.00174487,0.0003258814,0.0007039359,0.0005864353,0.0005449327,0.0007858355],"category_scores_gemma":[0.03880988,0.0001626077,0.0002898733,0.001296349,0.0006086093,0.0007686235,0.0009899461,0.0003173696,0.0002128147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004503705,"about_ca_system_score_gemma":0.0005090485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001919612,"about_ca_topic_score_gemma":0.002721676,"domain_scores_codex":[0.9896179,0.005385392,0.001231308,0.0007569395,0.00237758,0.0006308869],"domain_scores_gemma":[0.9728159,0.009817611,0.01149321,0.001061666,0.003533841,0.001277877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006399482,0.00001607021,0.9937971,0.0000312448,0.00002091641,0.00002514347,0.0004134769,0.00002689086,0.00006265623,0.00001204088,0.00009097771,0.005439547],"study_design_scores_gemma":[0.000003650592,0.0001292475,0.998046,0.00003949029,0.00001415519,0.0003008433,0.000786751,0.0002579507,0.00009836883,0.00002913623,0.0002890622,0.000005214113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982197,0.0006665734,0.0003095351,0.0001005378,0.00002966062,0.00001512041,0.00005268691,0.000005101968,0.0006011736],"genre_scores_gemma":[0.9993833,0.0001383818,0.0002799257,0.00002420538,0.00001941025,0.000009621112,0.00007580787,0.000002268399,0.00006698742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0136271,"threshold_uncertainty_score":0.07206786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03052353840887804,"score_gpt":0.2628346940520412,"score_spread":0.2323111556431632,"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."}}