{"id":"W4403342762","doi":"10.1016/j.gie.2024.05.004","title":"Pancreas and biliary ablation devices","year":2024,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Ablation; Pancreas; General surgery; Internal medicine","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":[0.0003523222,0.0001156099,0.000237237,0.0001287986,0.00005772304,0.00003921629,0.00003947095,0.00003174443,0.0003222556],"category_scores_gemma":[0.0004181285,0.00008952869,0.00004085622,0.0001624418,0.0001517441,0.00009023919,0.00003570176,0.0002260113,0.0001769952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005031289,"about_ca_system_score_gemma":0.0002150152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001079677,"about_ca_topic_score_gemma":0.00001095343,"domain_scores_codex":[0.9990633,0.00005419529,0.0001752785,0.00025713,0.0001889078,0.0002612306],"domain_scores_gemma":[0.9990839,0.0005262656,0.0000201506,0.000131318,0.00005675509,0.0001815913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004050747,0.00006021359,0.9446151,0.00047223,0.0000538157,0.0006806911,0.00009782249,7.79391e-7,0.04345183,0.001778895,0.002095063,0.006288466],"study_design_scores_gemma":[0.001302958,0.001933035,0.9402,0.0024309,0.000380197,0.03075729,0.0002403403,0.01613871,0.0003935088,0.001428056,0.004620449,0.0001745331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662684,0.001791311,0.007475802,0.002233485,0.00007586963,0.000304134,0.000007275422,0.0002098628,0.02163389],"genre_scores_gemma":[0.9119115,0.00008803006,0.08556657,0.0001844566,0.0002402891,0.00002592038,0.0000200897,0.00001967304,0.001943496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07809077,"threshold_uncertainty_score":0.3650874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02652505152424698,"score_gpt":0.3347391592757854,"score_spread":0.3082141077515384,"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."}}