{"id":"W3096406900","doi":"10.1186/s13017-020-00336-x","title":"2020 World Society of Emergency Surgery updated guidelines for the diagnosis and treatment of acute calculus cholecystitis","year":2020,"lang":"en","type":"review","venue":"World Journal of Emergency Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":551,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Medicine; Population; Grading (engineering); Scientific evidence; General surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01308458,0.001664258,0.002288748,0.01063523,0.001098436,0.003250587,0.003050582,0.005096493,0.01225849],"category_scores_gemma":[0.04015731,0.0007956442,0.004768143,0.004720493,0.0008203021,0.001950456,0.002745744,0.006208113,0.01059646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004448521,"about_ca_system_score_gemma":0.02237536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01552552,"about_ca_topic_score_gemma":0.02513267,"domain_scores_codex":[0.9861125,0.004417801,0.003898904,0.0003886327,0.004466625,0.0007155852],"domain_scores_gemma":[0.9585906,0.006269137,0.006984736,0.0006653441,0.02556915,0.001921118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001206565,0.0001064584,0.001312549,0.01172807,0.0002735598,0.0002318231,0.0002632588,0.0004947169,0.0004199783,0.001986692,0.7368068,0.2462556],"study_design_scores_gemma":[0.0002267129,0.0001146763,0.004661921,0.04791239,0.0006917132,0.0006539968,0.0002473646,0.0004433843,0.0002191001,0.003395116,0.9413524,0.00008122993],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003537133,0.4590374,0.02329543,0.3057101,0.0628686,0.008044033,0.04139392,0.002311793,0.09380161],"genre_scores_gemma":[0.02193177,0.5406348,0.1716314,0.09910142,0.01831154,0.01258643,0.09548236,0.0007598294,0.03956045],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01552552,"threshold_uncertainty_score":0.06919867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614464907915895,"score_gpt":0.3970049148329465,"score_spread":0.2355584240413569,"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."}}