{"id":"W2886841293","doi":"10.1503/cjs.1861041","title":"Percutaneous cholecystostomy for acute cholecystitis: not so safe after all","year":2018,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Acute cholecystitis; Cholecystostomy; General surgery; Percutaneous; Cholecystitis; Cholecystectomy; Surgery; Radiology; Gallbladder","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004602539,0.0005335634,0.001397943,0.001370073,0.0001323784,0.0001788432,0.0003108802,0.0009885774,0.001783827],"category_scores_gemma":[0.0004157079,0.0004805563,0.001194902,0.000190609,0.000400731,0.0001520741,0.00001310724,0.0018227,0.00009252594],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004581067,"about_ca_system_score_gemma":0.00748273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220743,"about_ca_topic_score_gemma":0.002577083,"domain_scores_codex":[0.996796,0.00006917322,0.001010476,0.0004130376,0.0005414772,0.001169818],"domain_scores_gemma":[0.9965767,0.0003516038,0.0005140401,0.0004875491,0.0009255856,0.001144481],"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":[0.0002755707,0.00001310566,0.0007847261,0.0002536369,0.001164374,0.04878078,0.0002752103,2.227995e-7,0.00006901536,4.602135e-7,0.9467347,0.001648186],"study_design_scores_gemma":[0.0006052562,0.0002546594,0.001252817,0.0008469163,0.001509077,0.03245191,0.00003732871,0.000001521726,0.00004778786,0.00003911159,0.9624776,0.0004760653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05607729,0.00424385,0.00006023891,0.9287897,0.007056691,0.0009002116,0.001266265,0.00002793207,0.001577815],"genre_scores_gemma":[0.06081733,0.0003567698,0.0003468864,0.9181039,0.01370998,0.00002882101,0.0004941569,0.0002139835,0.00592822],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01632887,"threshold_uncertainty_score":0.9997646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02755198708190089,"score_gpt":0.2628077007643965,"score_spread":0.2352557136824956,"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."}}