{"id":"W3114383718","doi":"10.1016/j.genhosppsych.2020.12.015","title":"COVID-19 pandemic inpatient bed allocation planning – A Canada-wide approach","year":2020,"lang":"en","type":"letter","venue":"General Hospital Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services; University of Alberta; University of Manitoba","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Isolation (microbiology); Suspect; Inpatient care; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Medical emergency; 2019-20 coronavirus outbreak; Family medicine; Health care; Psychiatry; Psychology; Political science; Outbreak; Virology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001775897,0.0007740221,0.000727427,0.0002051018,0.0003497188,0.00005195466,0.0007503814,0.0008205215,0.0009446397],"category_scores_gemma":[0.0000616636,0.0008056973,0.0002615485,0.0003904362,0.000102029,0.00007541275,0.0001590015,0.002486953,0.00008822625],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002454713,"about_ca_system_score_gemma":0.01015334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4805184,"about_ca_topic_score_gemma":0.04201089,"domain_scores_codex":[0.9953135,0.0003034338,0.0008980581,0.001523787,0.0008035911,0.001157647],"domain_scores_gemma":[0.9974879,0.0001397385,0.0005719815,0.0008600709,0.00005217985,0.000888113],"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":[0.00007202386,0.000136105,0.1114676,0.0006702869,0.0001709232,0.000131837,0.001502274,0.00005697131,0.000001057876,0.0002016036,0.8849366,0.0006527613],"study_design_scores_gemma":[0.001435728,0.0005848482,0.005400016,0.00005982924,0.0001217088,0.00003515315,0.0008192531,0.00008209142,5.142759e-7,0.000785334,0.989603,0.001072547],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03852057,0.003653864,0.001554123,0.9171824,0.0255393,0.002138265,0.0007682638,0.0004072608,0.0102359],"genre_scores_gemma":[0.02251348,0.00002464865,0.001271176,0.9546992,0.01117734,0.0004159518,0.005263389,0.0001655457,0.004469324],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4385075,"threshold_uncertainty_score":0.9999686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05424539244789116,"score_gpt":0.3456524629171531,"score_spread":0.291407070469262,"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."}}