{"id":"W3128093727","doi":"10.5489/cuaj.7133","title":"Choosing our colleagues: Culminating the curious COVID CaRMS cycle","year":2021,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Psychology; History; Virology; Medicine; Outbreak","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":[0.04500857,0.00102338,0.001400574,0.004688731,0.08738443,0.03927928,0.006614109,0.02354335,0.04576186],"category_scores_gemma":[0.1683363,0.001538079,0.001174607,0.002368096,0.04018746,0.02412932,0.04490189,0.05292514,0.0164469],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02641232,"about_ca_system_score_gemma":0.1324562,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06017171,"about_ca_topic_score_gemma":0.1704461,"domain_scores_codex":[0.931981,0.02360071,0.001547427,0.004316084,0.02405587,0.01449891],"domain_scores_gemma":[0.7455624,0.04210922,0.007584393,0.007395282,0.05067442,0.1466743],"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":[0.00005509029,0.0002263614,0.00305108,0.0001562015,0.00003159369,0.001378882,0.05455364,0.0001204568,0.0004129203,0.09561401,0.7929471,0.05145284],"study_design_scores_gemma":[0.00002010294,0.00004926289,0.001102699,0.0003740749,0.00001251252,0.0003784326,0.0865752,0.0001894506,0.0001831592,0.0405043,0.8705031,0.000107839],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009599762,0.001889054,0.00428356,0.9116196,0.02016694,0.0001304769,0.00005610393,0.0003895551,0.05186491],"genre_scores_gemma":[0.2666007,0.002875976,0.01083688,0.5489411,0.008900587,0.0004206671,0.0001479407,0.001887717,0.1593885],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9735877,"threshold_uncertainty_score":0.2380309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06185585058130725,"score_gpt":0.3685181010625712,"score_spread":0.3066622504812639,"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."}}