{"id":"W6977045804","doi":"10.6084/m9.figshare.13199268.v1","title":"Additional file 1 of 2020 World Society of Emergency Surgery updated guidelines for the diagnosis and treatment of acute calculus cholecystitis","year":2020,"lang":"en","type":"article","venue":"Figshare","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Acute cholecystitis; Emergency surgery; Calculus (dental); Cholecystitis; MEDLINE","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":[0.00001145243,0.000100164,0.000284539,0.00001827929,0.00002848438,0.000001912015,0.00004735178,0.00003722169,0.9454807],"category_scores_gemma":[0.0009195735,0.00006697894,0.0003011023,0.0002260145,0.00001545528,0.00002700153,0.00002349069,0.00002781024,0.00001347583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007937063,"about_ca_system_score_gemma":0.00009922653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001433521,"about_ca_topic_score_gemma":0.00001968366,"domain_scores_codex":[0.9992917,0.00000833326,0.0003247609,0.000138126,0.0001383638,0.00009877697],"domain_scores_gemma":[0.9986321,0.0006264096,0.0001550072,0.000105908,0.00042089,0.00005969249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003890913,0.00008596834,0.0001915882,0.0002253036,0.0003845728,0.000001361715,0.00009260249,0.000001541741,0.00003440315,1.888791e-7,0.9934474,0.005496121],"study_design_scores_gemma":[0.0004488711,0.0002050081,0.01020167,0.000555397,0.0001699145,0.000001853971,0.0001122746,0.0006250318,0.001117263,0.000002581341,0.9864932,0.00006694061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001480406,0.0006748877,6.60791e-7,0.003993793,0.00001777842,0.0003764128,0.9946694,0.00001043075,0.0001086271],"genre_scores_gemma":[0.002928438,0.0004785592,0.0003573986,0.0005341864,0.0001627933,0.001302214,0.9936892,0.00001410052,0.0005331048],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9454672,"threshold_uncertainty_score":0.2731322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1232333891891821,"score_gpt":0.3284515779187141,"score_spread":0.205218188729532,"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."}}