{"id":"W1737872935","doi":"10.1002/14651858.cd009225.pub2","title":"Endoscopic intervention for the prevention of post endoscopic retrograde cholangiopancreatography (ERCP) pancreatitis","year":2012,"lang":"en","type":"reference-entry","venue":"Cochrane Database of Systematic Reviews","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Endoscopic retrograde cholangiopancreatography; Pancreatitis; Medicine; Intervention (counseling); General surgery; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002671223,0.000627713,0.004245961,0.0004173312,0.00008464643,0.00002983033,0.0005524054,0.0002919039,0.0004625314],"category_scores_gemma":[0.002250138,0.0003685399,0.002098315,0.0004860051,0.0001726423,0.0001873887,0.0001056793,0.000395494,0.0000354055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006214292,"about_ca_system_score_gemma":0.0001546118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002568026,"about_ca_topic_score_gemma":0.00005168149,"domain_scores_codex":[0.9942442,0.0008186953,0.003184782,0.0005053019,0.000798701,0.0004483713],"domain_scores_gemma":[0.9934069,0.000810223,0.003039684,0.002056381,0.000533853,0.0001529415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00006285118,0.0005077511,0.0009236325,0.9714056,0.001112284,0.000002704429,0.0001688989,2.244069e-8,0.0002046688,0.0001332468,0.0206991,0.00477919],"study_design_scores_gemma":[0.003164948,0.001016491,0.001120087,0.963943,0.01619277,0.00009541374,0.0006147913,0.000008050511,0.000533008,0.00002661867,0.01297017,0.0003146466],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001851081,0.9698161,0.002338225,0.00007020612,0.001189756,0.01969549,0.002349789,0.00003662415,0.002652754],"genre_scores_gemma":[0.02516181,0.95053,0.001851245,0.00005123148,0.0004970189,0.004238877,0.01366042,0.00009530813,0.003914068],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02331073,"threshold_uncertainty_score":0.9998767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05993935665660578,"score_gpt":0.3456745581157031,"score_spread":0.2857352014590974,"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."}}