{"id":"W4392555123","doi":"10.3325/cmj.2024.65.30","title":"SARS-CoV-2 infection among physicians over time in Ontario, Canada: a population-based retrospective cohort study","year":2024,"lang":"en","type":"article","venue":"Croatian Medical Journal","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre; Hospital for Sick Children","funders":"Government of Ontario","keywords":"Medicine; Retrospective cohort study; Specialty; Pandemic; Cohort; Cohort study; Population; Internal medicine; Coronavirus disease 2019 (COVID-19); Demography; Family medicine; Disease; Environmental health; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002187316,0.0002396172,0.0006570898,0.0001444083,0.0002193836,0.00009039354,0.0001813507,0.0001518048,0.001224263],"category_scores_gemma":[0.006340077,0.000183786,0.0001448309,0.0003841775,0.00009603766,0.0001261788,0.00006851531,0.001523957,0.00001334555],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004925124,"about_ca_system_score_gemma":0.001425519,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.940528,"about_ca_topic_score_gemma":0.9962442,"domain_scores_codex":[0.9968174,0.0003899175,0.0007830089,0.0003830087,0.001228112,0.0003986194],"domain_scores_gemma":[0.9979907,0.001391617,0.0001965648,0.0001834533,0.00008921671,0.0001483981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001420621,0.0002279807,0.9725615,0.00002230106,0.0001600101,0.0004978796,0.0004082753,0.00003026517,0.00001457739,0.0001164131,0.02533708,0.0006094399],"study_design_scores_gemma":[0.0004534025,0.0001159243,0.9847594,0.0003550146,0.00008754369,0.00001267557,0.00002777865,0.004360011,0.00001023169,0.009176042,0.0004467541,0.0001951956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954935,0.00004106434,0.001503592,0.001412862,0.0005343209,0.0004729141,0.000004442018,0.00007971232,0.0004576354],"genre_scores_gemma":[0.9981915,0.000004127547,0.0001137168,0.001148313,0.0003123422,0.00003452311,0.000005851679,0.00002495413,0.0001647014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05571624,"threshold_uncertainty_score":0.9996887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05789604946983329,"score_gpt":0.3626051958128466,"score_spread":0.3047091463430133,"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."}}