{"id":"W4210298087","doi":"10.1136/thoraxjnl-2021-218313","title":"Validation of the 4C prediction models to inform care for patients with COVID-19: final steps towards clinical application","year":2022,"lang":"en","type":"letter","venue":"Thorax","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Centre for Advancing Health Outcomes","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Intensive care medicine; Medical physics; Virology; Internal medicine; Disease; Outbreak","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"],"consensus_categories":[],"category_scores_codex":[0.006876487,0.0002582708,0.0009946288,0.0002932392,0.0003975806,0.00004957722,0.0005969374,0.0004635206,0.000172323],"category_scores_gemma":[0.001690652,0.0002580217,0.0002401053,0.0003111496,0.00006819108,0.0003122084,0.0001380638,0.0005941952,0.00006811946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001538594,"about_ca_system_score_gemma":0.0007961472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005501139,"about_ca_topic_score_gemma":0.00004154558,"domain_scores_codex":[0.9944875,0.000336972,0.00387209,0.0006873176,0.0002960564,0.0003200505],"domain_scores_gemma":[0.9941584,0.0007503053,0.003699569,0.0009668946,0.0002764599,0.0001483695],"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":[0.0002376723,0.0001202692,0.0335352,0.002642487,0.000135897,1.684349e-7,0.005333981,0.01406379,4.320062e-8,0.004165567,0.9381254,0.001639467],"study_design_scores_gemma":[0.001137813,0.00051681,0.005547668,0.00005544737,0.00004753962,5.993879e-7,0.0005023797,0.003334075,9.471208e-7,0.004439916,0.9841015,0.0003152568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04225756,0.0002527918,0.1322093,0.7816051,0.00258193,0.01373446,0.02470613,0.0001303178,0.002522392],"genre_scores_gemma":[0.07963355,0.0000433026,0.005625356,0.8931342,0.002999625,0.005151536,0.01189214,0.0001694176,0.001350844],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.126584,"threshold_uncertainty_score":0.9999872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4527116924253714,"score_gpt":0.4623106621069461,"score_spread":0.009598969681574698,"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."}}