{"id":"W4413566855","doi":"10.64628/aam.mtpvxcsad","title":"Silenced and sacrificed: COVID-19 health-care workers’ secret suffering unveiled","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Health care; Virology; Medicine; Political science; Law; Pathology; Outbreak; Infectious disease (medical specialty)","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":[0.01160164,0.0006058805,0.0005917222,0.0009869848,0.02638016,0.0237287,0.001561743,0.01334678,0.01796117],"category_scores_gemma":[0.02689811,0.0005738772,0.0006838848,0.001123849,0.02836163,0.01522633,0.01333611,0.02167007,0.004113956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.014167,"about_ca_system_score_gemma":0.02120462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03309497,"about_ca_topic_score_gemma":0.04393903,"domain_scores_codex":[0.9905943,0.003957038,0.0002292756,0.0006753983,0.001638991,0.002904979],"domain_scores_gemma":[0.9909883,0.004131577,0.000386011,0.0009225941,0.001202699,0.002368688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004643953,0.00002320359,0.0005688561,0.00004311518,0.000009002773,0.0005130243,0.1268144,0.00006388877,0.0001611354,0.6659812,0.1954958,0.01027982],"study_design_scores_gemma":[0.00001497585,0.00001497168,0.0007944879,0.0002795683,0.000007685577,0.0002160383,0.1104566,0.0001938397,0.0003176178,0.1295213,0.7581409,0.00004183674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04386578,0.004801822,0.003203099,0.5611688,0.01216722,0.00004359422,0.0002115338,0.0001288265,0.3744092],"genre_scores_gemma":[0.6026613,0.001849654,0.0009851853,0.08692136,0.003112707,0.0000887925,0.0001546858,0.0005211234,0.3037052],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03309497,"threshold_uncertainty_score":0.1027893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2310674022019802,"score_gpt":0.5028254864309,"score_spread":0.2717580842289198,"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."}}