{"id":"W3186832153","doi":"10.2196/29638","title":"Early Experience With Neutralizing Monoclonal Antibody Therapy for COVID-19: Retrospective Cohort Survival Analysis and Descriptive Study","year":2021,"lang":"en","type":"article","venue":"JMIRx Med","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Retrospective cohort study; Hazard ratio; Proportional hazards model; Internal medicine; Cohort; Survival analysis; Emergency medicine; Confidence interval","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005970669,0.0002394281,0.0006974975,0.0002672067,0.0002400744,0.0001112418,0.0001335676,0.00008383997,0.00002665893],"category_scores_gemma":[0.000413838,0.0001853062,0.0001532272,0.001407129,0.000210976,0.0001490192,0.00006085229,0.0002428783,0.000001969604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002822885,"about_ca_system_score_gemma":0.0006366789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001632743,"about_ca_topic_score_gemma":0.0006560762,"domain_scores_codex":[0.9975756,0.0001741239,0.000269078,0.0007956729,0.0007488609,0.0004366558],"domain_scores_gemma":[0.9984481,0.0002563513,0.00008536245,0.0004512393,0.0005791323,0.000179854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002130568,0.0005069811,0.939826,0.00002295442,0.00172938,0.0003516776,0.01221384,6.620263e-7,0.04292957,0.00007490999,0.00003831825,0.0001751997],"study_design_scores_gemma":[0.004801742,0.001590254,0.9574925,0.00001373174,0.0004131532,0.00002074279,0.01087417,0.0001866008,0.0223201,0.00004757992,0.002019031,0.0002204383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935079,0.0002461503,0.00336247,0.000596048,0.00006359301,0.001833198,0.00002150286,0.00006984807,0.0002992417],"genre_scores_gemma":[0.9938427,0.00001635133,0.0003787855,0.004833672,0.00009791757,0.0005627882,0.00001731946,0.00003205622,0.000218418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02060947,"threshold_uncertainty_score":0.7556567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06544237186260837,"score_gpt":0.4091175225610946,"score_spread":0.3436751506984862,"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."}}