{"id":"W3214426667","doi":"10.12688/f1000research.74861.1","title":"Does COVID-19 infection change the need for future surgical interventions? An exploratory analysis.","year":2021,"lang":"en","type":"preprint","venue":"F1000Research","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Schulich School of Medicine and Dentistry; Ontario Ministry of Health and Long-Term Care; Academic Medical Organization of Southwestern Ontario; Lawson Health Research Institute","keywords":"Open peer review; Coronavirus disease 2019 (COVID-19); Plant biology; Psychological intervention; Physiology; Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Intensive care medicine; Open data; Neuroscience; Biology; Virology; Pathology; Computer science; Outbreak; Psychiatry; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00221137,0.0004915548,0.000441033,0.0009608183,0.0005809659,0.0006513541,0.0008289322,0.0008549063,0.00365252],"category_scores_gemma":[0.006510558,0.0004496852,0.002666223,0.001164049,0.0004367116,0.0007985107,0.0008744614,0.0007834817,0.0003413421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001154926,"about_ca_system_score_gemma":0.002024434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02663131,"about_ca_topic_score_gemma":0.03569042,"domain_scores_codex":[0.9984726,0.0005392453,0.0001486633,0.0002456234,0.0002260233,0.000367837],"domain_scores_gemma":[0.9949979,0.001805385,0.002012092,0.000353883,0.0003674338,0.0004632558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009002588,0.0001107737,0.9959509,0.00009147397,0.0005685238,0.0001843875,0.0001742703,0.00008554411,0.0001087466,0.00007902442,0.0004485967,0.001297519],"study_design_scores_gemma":[0.00009148476,0.0009820992,0.9954141,0.0000514125,0.0004672442,0.0002887749,0.001010272,0.0008869401,0.00006871281,0.0001246371,0.000595896,0.00001821879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952069,0.0006070748,0.0002648102,0.00019829,0.00001764468,0.0001153496,0.002926493,0.000007252359,0.0006560173],"genre_scores_gemma":[0.9976821,0.0001874237,0.0003216456,0.0001001725,0.00002477352,0.0001251165,0.001238277,0.000004584109,0.0003159344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02663131,"threshold_uncertainty_score":0.05295259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3962057049286952,"score_gpt":0.5514336440326387,"score_spread":0.1552279391039436,"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."}}