{"id":"W4200230090","doi":"10.2196/33499","title":"Peer Review of “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":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"North American Construction Group (Canada)","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Retrospective cohort study; Monoclonal antibody; Survival analysis; Cohort; Antibody; Virology; Oncology; Internal medicine; Immunology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001334688,0.0002070676,0.0009385499,0.000192374,0.0001165434,0.00003952085,0.000134073,0.00006403604,0.000041308],"category_scores_gemma":[0.001412244,0.0001539778,0.000194017,0.001448243,0.0002028758,0.0001144817,0.00005413573,0.0002009839,9.473683e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001910549,"about_ca_system_score_gemma":0.0007102568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009092796,"about_ca_topic_score_gemma":0.0002159555,"domain_scores_codex":[0.9972343,0.0001990261,0.0003660412,0.0006131044,0.001269715,0.0003177947],"domain_scores_gemma":[0.9969897,0.0002418822,0.0001397974,0.000461398,0.002035661,0.0001315156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001137357,0.0003950277,0.9713725,0.0004906891,0.001522928,0.0001374759,0.005591677,1.425634e-7,0.01880134,0.00006711124,0.0002374254,0.0002463541],"study_design_scores_gemma":[0.003478065,0.001611913,0.959196,0.0003330308,0.0007942726,0.00002052918,0.004882673,0.00004934959,0.01968146,0.00003184206,0.009702518,0.0002183715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898496,0.003859668,0.001419706,0.002299975,0.0000435017,0.002077099,0.00003217338,0.00003220212,0.0003860519],"genre_scores_gemma":[0.9881915,0.000527701,0.0004416219,0.009713371,0.00006387611,0.0005012918,0.00003088169,0.00002846306,0.0005013166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0121765,"threshold_uncertainty_score":0.6279033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0871045721785663,"score_gpt":0.4364056258108929,"score_spread":0.3493010536323266,"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."}}