{"id":"W4312066431","doi":"10.1186/s13017-022-00466-4","title":"The ChoCO-W prospective observational global study: Does COVID-19 increase gangrenous cholecystitis?","year":2022,"lang":"en","type":"article","venue":"World Journal of Emergency Surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Observational study; Coronavirus disease 2019 (COVID-19); Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Cholecystitis; Medical emergency; Intensive care medicine; Virology; Surgery; Internal medicine; Outbreak; Disease; Infectious disease (medical specialty)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003348819,0.0002219395,0.0005676461,0.0003227886,0.00119851,0.00003132395,0.0002585049,0.00003038292,0.002693351],"category_scores_gemma":[0.00442302,0.0001442725,0.0004101502,0.00152499,0.00006094235,0.0001795326,0.0001277001,0.0006778823,0.00000849729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001710842,"about_ca_system_score_gemma":0.004950726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001484748,"about_ca_topic_score_gemma":0.003701746,"domain_scores_codex":[0.9961623,0.0004868129,0.001226854,0.0002590724,0.00137963,0.0004853385],"domain_scores_gemma":[0.996434,0.001027283,0.0008136203,0.0003536946,0.0005629435,0.0008085037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001516685,0.0007591656,0.8860281,0.00006686484,0.0002550771,0.0009751897,0.0005545996,0.00007392233,0.00001467419,0.0003197404,0.1063197,0.003116279],"study_design_scores_gemma":[0.001001728,0.0003299363,0.7696387,0.00003025419,0.0001287732,0.0003010624,0.001018208,0.000007510297,0.000003205261,0.001928178,0.2254718,0.0001407067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9132572,0.0058438,0.0000596909,0.07182142,0.006973115,0.00108075,0.0001125249,0.00005586656,0.0007955934],"genre_scores_gemma":[0.9897665,0.0005958535,0.00002721589,0.005715512,0.001451642,0.00006355734,0.00001397307,0.00002408846,0.002341624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1191521,"threshold_uncertainty_score":0.9982183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1069048394913756,"score_gpt":0.4087586511790605,"score_spread":0.3018538116876848,"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."}}