{"id":"W4400354516","doi":"10.1093/occmed/kqae023.0789","title":"P-217 LESSONS FROM HEALTHCARE WORKER RISK OF COVID-19: A 20-MONTH ANALYSIS OF PROTECTIVE MEASURES FROM VACCINATION AND BEYOND","year":2024,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; Vancouver Coastal Health; University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Vaccination; 2019-20 coronavirus outbreak; Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Health care; Environmental health; Virology; Outbreak; Political science; Internal medicine; Disease","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":[0.0005482834,0.0001347974,0.0005297477,0.0006610699,0.00007981398,0.00000697397,0.00003565986,0.0001154796,0.0007531851],"category_scores_gemma":[0.001338207,0.000102263,0.0001231055,0.0009115774,0.00007598216,0.00009288453,0.00001490098,0.000190273,0.00000217364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001335361,"about_ca_system_score_gemma":0.0003082758,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008189493,"about_ca_topic_score_gemma":0.002411885,"domain_scores_codex":[0.9983787,0.0001597609,0.0004864929,0.0003170839,0.0005590721,0.00009887063],"domain_scores_gemma":[0.9982189,0.0007196628,0.0002808124,0.0001780694,0.0004469824,0.0001555519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002775185,0.000202192,0.9099672,0.0002853255,0.00575344,0.00001264232,0.00463724,0.0006878009,0.00311382,0.003498146,0.001552164,0.06751484],"study_design_scores_gemma":[0.001646653,0.0002971942,0.9532298,0.000229142,0.003624674,0.000001678751,0.0003073016,0.03513336,0.0002252345,0.00434159,0.000886634,0.0000767518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.608975,0.01316936,0.3449281,0.02730123,0.0006060926,0.001469418,0.002580443,0.0001238865,0.0008464617],"genre_scores_gemma":[0.9972786,0.0001656072,0.0004474263,0.0003412141,0.0003081946,0.00005121812,0.001322858,0.00001112936,0.00007377684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3883036,"threshold_uncertainty_score":0.9984151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03968137305515558,"score_gpt":0.3716102661684042,"score_spread":0.3319288931132486,"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."}}