{"id":"W3203270238","doi":"10.1097/ccm.0000000000005229","title":"Prognostic and Predictive Biomarkers in Patients With Coronavirus Disease 2019 Treated With Tocilizumab in a Randomized Controlled Trial*","year":2021,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Roche (Canada)","funders":"","keywords":"Medicine; Tocilizumab; Randomized controlled trial; Coronavirus disease 2019 (COVID-19); Coronavirus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Internal medicine; 2019-20 coronavirus outbreak; Intensive care medicine; Disease; Virology; Infectious disease (medical specialty); 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008955087,0.0003095092,0.002608124,0.0002507245,0.0000518062,0.00001398057,0.00006385257,0.00009429368,0.0001359329],"category_scores_gemma":[0.178137,0.0001643923,0.0001165319,0.0005702517,0.001966549,0.00006629337,0.00008126532,0.0004175284,0.000002460587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002807284,"about_ca_system_score_gemma":0.0007929899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000172659,"about_ca_topic_score_gemma":0.0001130894,"domain_scores_codex":[0.9962621,0.0007734208,0.0008001905,0.0006651701,0.001005208,0.0004939657],"domain_scores_gemma":[0.9738317,0.02399388,0.00007013316,0.0003317585,0.001099475,0.000673014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7041728,0.0006091653,0.2915964,0.0004651734,0.000278563,0.001272202,0.0002889144,0.000001857858,0.000002113958,0.0000346189,0.00001679554,0.001261311],"study_design_scores_gemma":[0.7219409,0.005401284,0.2683927,0.001925874,0.001219645,0.000001154758,0.0006369808,0.0002704768,0.000001909036,0.00005851415,0.00002342684,0.0001270488],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730739,0.005468145,0.0001143606,0.01002025,0.00007628819,0.0106973,0.00006487031,0.00003393376,0.0004509232],"genre_scores_gemma":[0.9975303,0.0001913554,0.00005996704,0.0005892176,0.00007177752,0.001282581,0.0001705709,0.00002604844,0.00007822323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1772415,"threshold_uncertainty_score":0.828786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02610037181458425,"score_gpt":0.3909503161862896,"score_spread":0.3648499443717054,"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."}}