{"id":"W4210765593","doi":"10.1503/cmaj.1095984","title":"COVID-19: severe resource crisis in hospitals","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Medical emergency; Virology; Outbreak; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007544192,0.0006591399,0.0007618248,0.001361485,0.01084234,0.009646604,0.002557188,0.005069898,0.01741115],"category_scores_gemma":[0.01438745,0.0004837292,0.0007802414,0.002703185,0.004312926,0.004845736,0.008807433,0.0100512,0.003137812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03437406,"about_ca_system_score_gemma":0.07605953,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3832227,"about_ca_topic_score_gemma":0.5889587,"domain_scores_codex":[0.9915929,0.0007959814,0.0005457085,0.0004477801,0.002764367,0.003853254],"domain_scores_gemma":[0.9675062,0.001780007,0.001501115,0.0004774639,0.005557741,0.02317745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001012788,0.00007426368,0.02002349,0.0002600803,0.00003596535,0.001347327,0.003043275,0.00038264,0.000512501,0.01642678,0.9178856,0.03990676],"study_design_scores_gemma":[0.00007732385,0.0001943682,0.1080359,0.001844521,0.00003251938,0.00187789,0.04479587,0.001178321,0.0004011143,0.01279592,0.8285598,0.0002064458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02789055,0.006078867,0.0006069283,0.9324269,0.006101024,0.00006251968,0.002307379,0.0003237218,0.02420219],"genre_scores_gemma":[0.4059308,0.01752228,0.00431342,0.5258886,0.01007197,0.0001715239,0.005357945,0.0004399831,0.03030356],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6167773,"threshold_uncertainty_score":0.7619841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03489444920586219,"score_gpt":0.385150364877842,"score_spread":0.3502559156719798,"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."}}