{"id":"W3015976133","doi":"10.1101/2020.04.06.20055988","title":"ESTIMATING COVID-19 INFECTIONS IN HOSPITAL WORKERS IN THE UNITED STATES","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Apotex (Canada)","funders":"","keywords":"Personal protective equipment; Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Confidence interval; Health care; Demography; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Emergency medicine; Environmental health; Internal medicine; Infectious disease (medical specialty); Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003172444,0.0005333989,0.0004662561,0.0008593299,0.00022105,0.0008285674,0.0006249538,0.0004751445,0.001688951],"category_scores_gemma":[0.009332483,0.0004805759,0.001357523,0.0007481598,0.000275319,0.0004981535,0.0007566596,0.0006601451,0.0002580413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001598024,"about_ca_system_score_gemma":0.001349423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07947304,"about_ca_topic_score_gemma":0.0353034,"domain_scores_codex":[0.9988012,0.0005645942,0.0000984167,0.0002903337,0.0001238594,0.0001215208],"domain_scores_gemma":[0.9965973,0.001255626,0.001238193,0.0002003582,0.0005202286,0.0001882545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001193525,0.00003785469,0.9544374,0.00007162114,0.0003709668,0.00008002154,0.00009882152,0.03675473,0.0001467149,0.0006830042,0.001601768,0.005597611],"study_design_scores_gemma":[0.0001071597,0.0002690139,0.7625449,0.0004030159,0.0004752335,0.0002404492,0.0006722359,0.2254181,0.0008531952,0.003770096,0.005164914,0.00008168593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597033,0.001112969,0.02087903,0.000741542,0.00004208195,0.0001599631,0.01440715,0.0001232347,0.002830699],"genre_scores_gemma":[0.9878839,0.0003426291,0.005224711,0.0002056862,0.00001840655,0.00008775332,0.005688102,0.00001175855,0.000537145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07947304,"threshold_uncertainty_score":0.1580209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03401018777928042,"score_gpt":0.3275146130297982,"score_spread":0.2935044252505178,"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."}}