{"id":"W6901580065","doi":"10.60692/07eys-zcc06","title":"COVID-19 pandemic: CT chest in COVID-19 infection and prediction of patient's ICU needs","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Economic shortage; Retrospective cohort study; Incidence (geometry); Intensive care unit; Computed tomography; Severity of illness","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":[0.0005811395,0.0002462084,0.000227509,0.00117353,0.0002948747,0.0005775657,0.0002569048,0.0003928834,0.00268243],"category_scores_gemma":[0.002490264,0.0001379203,0.0002043447,0.0007056278,0.000333569,0.0004789093,0.0006004666,0.0004636602,0.0003175043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000241377,"about_ca_system_score_gemma":0.0002613869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001180145,"about_ca_topic_score_gemma":0.00103134,"domain_scores_codex":[0.9996178,0.00009900552,0.00008819289,0.00004759483,0.00005671502,0.00009067694],"domain_scores_gemma":[0.9983982,0.000356244,0.0007346236,0.00003651603,0.000181244,0.0002930923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000359273,0.000008128507,0.9989064,0.000009162689,0.000002891112,0.0001848151,0.00002368328,0.00002244894,0.0001464763,0.000006787815,0.0000703456,0.00058291],"study_design_scores_gemma":[0.000003055128,0.00009118351,0.9955389,0.00003122056,0.000008012475,0.002892644,0.0004998658,0.0003679005,0.0002463415,0.00003708544,0.0002795121,0.000004322765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980641,0.000512187,0.0001332338,0.00009759922,0.000009390193,0.00001557792,0.0002609946,0.000004003167,0.0009029268],"genre_scores_gemma":[0.9994488,0.0001204841,0.0001306195,0.00002620761,0.00001702763,0.000006824568,0.0001701237,0.000001046897,0.00007885672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00268243,"threshold_uncertainty_score":0.008973598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09976526081004555,"score_gpt":0.35231355353446,"score_spread":0.2525482927244144,"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."}}