{"id":"W3017985695","doi":"10.5489/cuaj.6616","title":"The potential impact of COVID-19 on the Canadian Resident Matching Service: Unique future challenges faced by urology residency programs and applicants","year":2020,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Matching (statistics); Service (business); Medical education; Medicine; Business; Virology; Internal medicine; Marketing; Pathology; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007617956,0.0001670385,0.0002707343,0.00006482426,0.001077122,0.00006215826,0.0001997984,0.0002627021,0.0001305049],"category_scores_gemma":[0.0008140025,0.00009006343,0.0001283606,0.0001977375,0.0000690229,0.0000336376,0.00002147335,0.0008325701,0.00000643484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008814579,"about_ca_system_score_gemma":0.001975846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1866384,"about_ca_topic_score_gemma":0.7157765,"domain_scores_codex":[0.9982249,0.0003634742,0.0003190452,0.0002094414,0.0003348165,0.0005483666],"domain_scores_gemma":[0.9976905,0.0002149052,0.0002298245,0.0001161803,0.0002400779,0.001508522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001530618,0.0001081382,0.5508543,0.0001195497,0.002943895,0.0007714003,0.02854234,0.0006670065,0.0007971088,0.0162258,0.3548258,0.04261406],"study_design_scores_gemma":[0.0008825781,0.001308181,0.8774282,0.00001006989,0.0001377049,0.0001517409,0.005595945,0.00007017382,0.000004262984,0.003967398,0.110252,0.0001917044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4053598,0.002373083,0.000004789017,0.5912008,0.0001094262,0.0002950311,0.00004191711,0.00001295465,0.000602159],"genre_scores_gemma":[0.9834777,0.002210198,0.000007778799,0.01379423,0.0004377846,0.00001720538,0.0000123833,0.00001167148,0.0000310211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5781179,"threshold_uncertainty_score":0.8284459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03073125471683818,"score_gpt":0.281567678707914,"score_spread":0.2508364239910759,"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."}}