{"id":"W4386248695","doi":"10.53555/jptcp.v30i6.2335","title":"The outcome of patients with Severe COVID 19 treated with tocilizumab:a Retrospective Cohort study","year":2023,"lang":"en","type":"article","venue":"","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Tocilizumab; Medicine; Retrospective cohort study; Internal medicine; Cytokine storm; Mechanical ventilation; Cohort; Interleukin 6; Coronavirus disease 2019 (COVID-19); Cytokine; Disease","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":[0.0004249761,0.0002794165,0.0005781755,0.0006488109,0.0005228517,0.0005889668,0.00025298,0.0004843356,0.001043981],"category_scores_gemma":[0.001123903,0.0003121107,0.0005342779,0.0008556622,0.0003008228,0.0005134625,0.0004214592,0.0004982986,0.0002055161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003927308,"about_ca_system_score_gemma":0.0003347212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00197022,"about_ca_topic_score_gemma":0.001870378,"domain_scores_codex":[0.9995794,0.00006089943,0.00006855412,0.0001202205,0.00007429453,0.00009679064],"domain_scores_gemma":[0.9991534,0.0001093396,0.0003828538,0.00007333268,0.00008052215,0.0002005895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001750282,0.00004063367,0.9987037,0.000009218892,0.00003705723,0.0002705324,0.00007133282,0.00001599319,0.000139524,0.000009414804,0.00003927522,0.0004882807],"study_design_scores_gemma":[0.00002174696,0.0005564099,0.997115,0.00001098215,0.00004703586,0.001415643,0.0004106885,0.0001196117,0.00006288209,0.00001857079,0.0002135526,0.000007733046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994628,0.0001616356,0.00003404946,0.00001354013,0.000003548776,0.00001194725,0.0001315833,8.954589e-7,0.0001800634],"genre_scores_gemma":[0.9995273,0.0001039473,0.00002701207,0.00002198356,0.000009103433,0.00001298643,0.0002481578,9.145701e-7,0.00004857463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00197022,"threshold_uncertainty_score":0.003917515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04928055924270604,"score_gpt":0.4133478928472599,"score_spread":0.3640673336045539,"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."}}