{"id":"W3093529586","doi":"10.1093/jcag/gwaa034","title":"COVID-19 and Canadian Gastroenterology Trainees","year":2020,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Hospital for Sick Children; St. Michael's Hospital; University of Toronto","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Interquartile range; Anxiety; Burnout; Family medicine; Personal protective equipment; Gastroenterology; Internal medicine; Infectious disease (medical specialty); Disease; Psychiatry; Clinical psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005709782,0.00008788698,0.0003394278,0.0002739353,0.0001174539,0.00001143939,0.0001006247,0.0001185743,0.000160939],"category_scores_gemma":[0.001515684,0.00007056889,0.0001574054,0.00009515809,0.00005934857,0.00005938785,0.00001097973,0.0002964406,0.000001976123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120928,"about_ca_system_score_gemma":0.001496196,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06173144,"about_ca_topic_score_gemma":0.9271554,"domain_scores_codex":[0.9987981,0.0002179531,0.0004232565,0.00008875279,0.0001734845,0.0002984842],"domain_scores_gemma":[0.9976678,0.00004352192,0.0006220706,0.00007067977,0.0002778815,0.001318074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004246511,0.00001094031,0.9808816,0.00002142105,0.0001726407,0.00002199839,0.0003472157,0.0001170359,0.0001692097,0.00005833956,0.0177168,0.00005809133],"study_design_scores_gemma":[0.004183277,0.002055852,0.9623532,0.00001636332,0.0002141759,0.0006862684,0.0001092273,0.0005366028,0.00001343272,0.000067956,0.02972473,0.00003892238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7066442,0.00001400238,0.0004089102,0.2920587,0.0004647557,0.0001532447,0.00004525761,0.000004141469,0.0002067257],"genre_scores_gemma":[0.9492295,0.000009368581,0.00008154035,0.05034227,0.0002289299,0.000001088268,0.000004131452,0.000007574181,0.00009557706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.865424,"threshold_uncertainty_score":0.9445166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01429737394335574,"score_gpt":0.2423069422027944,"score_spread":0.2280095682594387,"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."}}