{"id":"W4388320523","doi":"10.12998/wjcc.v11.i31.7521","title":"Endoscopic management of benign biliary strictures: Looking for the best stent to place","year":2023,"lang":"en","type":"review","venue":"World Journal of Clinical Cases","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Biliary stent; Stent; Radiology; Etiology; Endoscopy; General surgery; Endoscopic treatment; First line; Surgery; Internal medicine; Pancreatitis","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":[],"consensus_categories":[],"category_scores_codex":[0.001982216,0.0003300526,0.002678129,0.0004359364,0.00006965924,0.00002557952,0.0004624282,0.0001413425,0.00007520012],"category_scores_gemma":[0.001475215,0.0001728941,0.002052421,0.0006513218,0.00009850955,0.0000317028,0.0001411513,0.0007793904,0.0000169721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005446316,"about_ca_system_score_gemma":0.0004702709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001076138,"about_ca_topic_score_gemma":0.00004577924,"domain_scores_codex":[0.9955308,0.000200844,0.003036398,0.0002929049,0.0006384667,0.0003005584],"domain_scores_gemma":[0.989595,0.007951573,0.001462879,0.0004698685,0.0002597962,0.0002609167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000269821,0.0004144764,0.0001945332,0.02047662,0.002458359,0.0006972439,0.00002841499,0.00002393952,5.069269e-8,0.00006202802,0.0163058,0.9590687],"study_design_scores_gemma":[0.001303138,0.00162971,0.0001728015,0.03925674,0.009533125,0.0001742259,0.0007450454,0.000001782301,6.591666e-7,0.00004254426,0.9470045,0.0001357079],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001500513,0.9951078,0.00009485978,0.0006946045,0.001445707,0.002082557,0.00005852,0.00001211379,0.0003537841],"genre_scores_gemma":[0.0008232963,0.9943435,0.000713601,0.0003220587,0.001053307,0.00005321898,0.00001271381,0.00005937362,0.002618991],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.958933,"threshold_uncertainty_score":0.7050415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2141616051027362,"score_gpt":0.4747788503577372,"score_spread":0.2606172452550011,"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."}}