{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001471471,0.0006987249,0.001621469,0.0002047248,0.001580453,0.00005311082,0.0005043084,0.001755409,0.001011697],"category_scores_gemma":[0.000633288,0.0006256991,0.0001862396,0.0002085158,0.00009424981,0.00006942329,0.001550715,0.004650204,0.0002262919],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001327189,"about_ca_system_score_gemma":0.008506578,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02436785,"about_ca_topic_score_gemma":0.01094358,"domain_scores_codex":[0.9923506,0.002403914,0.001764701,0.001574832,0.0005717152,0.001334278],"domain_scores_gemma":[0.9942195,0.0009401069,0.0008797507,0.001062569,0.0002814094,0.002616674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004606285,0.00007598064,0.06959993,0.1896447,0.000413966,0.0001571003,0.5051536,0.00008716484,0.0000602085,0.008579861,0.2073774,0.01838951],"study_design_scores_gemma":[0.001997046,0.0003251621,0.01081776,0.005342769,0.00004300194,0.00000707755,0.5949277,0.000276991,0.000003468882,0.001233227,0.3837374,0.001288389],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2100837,0.08350716,0.0112475,0.5993537,0.0147768,0.02161314,0.001609258,0.004954971,0.05285374],"genre_scores_gemma":[0.9611698,0.004902301,0.001460486,0.02779878,0.001877011,0.001019584,0.0003655279,0.0001499804,0.001256563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7510861,"threshold_uncertainty_score":0.9999015,"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."}}