{"id":"W4286210814","doi":"10.9778/cmajo.20210263","title":"SARS-CoV-2 testing, infection and outcomes among Ontario physicians: a descriptive population-based cohort study","year":2022,"lang":"en","type":"article","venue":"CMAJ Open","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Ottawa Hospital; Western University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Specialty; Population; Family medicine; Cohort; Cohort study; Health care; Emergency medicine; Pediatrics; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006514621,0.0001813668,0.0004341115,0.0001826548,0.0004382599,0.0001495386,0.0001897527,0.00003812965,0.0000272891],"category_scores_gemma":[0.0002818746,0.0001697681,0.00006418469,0.0004471403,0.00005263302,0.0002351369,0.0003979609,0.0004102633,0.00001439839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007974737,"about_ca_system_score_gemma":0.0004054889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.705694,"about_ca_topic_score_gemma":0.2813741,"domain_scores_codex":[0.9983096,0.0001641812,0.0002686064,0.0004659861,0.0005237964,0.0002677908],"domain_scores_gemma":[0.9992018,0.000146443,0.000116798,0.0003818823,0.0001280311,0.00002500567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001328243,0.0006280029,0.9933046,0.00001765177,0.0001306503,0.00005204129,0.001555191,0.000005933572,0.001943118,0.000007893729,0.0002387159,0.00198341],"study_design_scores_gemma":[0.002318123,0.0007607477,0.9906527,0.00003529299,0.0001246693,0.000005792921,0.0005063042,0.000415462,0.001485342,0.00006868134,0.003446708,0.0001801065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919751,0.00001266889,0.00002711193,0.00006945953,0.0001388242,0.003393723,0.00000603306,0.0000689774,0.00430811],"genre_scores_gemma":[0.9894637,6.805395e-8,0.000116321,0.009220188,0.00003792179,0.0008801264,0.00001794862,0.00003089021,0.0002328784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4243199,"threshold_uncertainty_score":0.7317389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08501503620622185,"score_gpt":0.3713513042069897,"score_spread":0.2863362680007678,"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."}}