{"id":"W4408895381","doi":"10.1055/s-0045-1806576","title":"Predictors of Fluoroscopy Exposure During Endoscopic Retrograde Cholangiopancreatography","year":2025,"lang":"en","type":"article","venue":"Endoscopy","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Calgary; St. Michael's Hospital","funders":"","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Fluoroscopy; Radiology; Endoscopy; Surgery; 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":[0.000107457,0.0001823905,0.000402199,0.0005185377,0.00008544767,0.00002145418,0.0001364001,0.00008727901,0.0001377809],"category_scores_gemma":[0.0001144073,0.0001710353,0.0001925887,0.0007835011,0.00009361141,0.0001461989,0.00003669102,0.0002234224,0.00001317424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004932492,"about_ca_system_score_gemma":0.0001083799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003791699,"about_ca_topic_score_gemma":0.000001160044,"domain_scores_codex":[0.9987046,0.00004326354,0.0003943193,0.0002921798,0.000260714,0.0003049434],"domain_scores_gemma":[0.9992177,0.00005246662,0.0001092264,0.0004521118,0.0000544533,0.0001140823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001065698,0.00008437778,0.8779562,0.0001865334,0.0002073931,0.00001176362,0.0001777158,0.000002067938,0.1194826,0.0002068995,0.001068624,0.0005092885],"study_design_scores_gemma":[0.002090252,0.0001316991,0.5227706,0.0003187427,0.0001356962,0.000002848195,0.00008709148,0.00001441974,0.4718745,0.00003205116,0.002473801,0.00006822922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834071,0.00335061,0.0001407892,0.0003087662,0.0005331956,0.0003536505,0.00001085101,0.0001618622,0.01173311],"genre_scores_gemma":[0.9960069,0.0003153463,0.001953053,0.000206412,0.0001706916,0.00003750266,0.00002493459,0.00002254298,0.00126259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3551855,"threshold_uncertainty_score":0.6974615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005143321629803396,"score_gpt":0.2582008197966056,"score_spread":0.2530574981668022,"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."}}