{"id":"W4386616700","doi":"10.1016/j.igie.2023.07.017","title":"Guidewires in GI endoscopy","year":2023,"lang":"en","type":"article","venue":"iGIE","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Endoscopy; Medicine; 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":[0.00007915639,0.00005545807,0.0001054346,0.0001196856,0.00001318347,0.000006319494,0.00004506352,0.00003322842,0.0002336079],"category_scores_gemma":[0.00009492067,0.00004640331,0.00003393486,0.000321268,0.00002193738,0.00002698588,0.00002071573,0.00006852048,0.0006621853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001576337,"about_ca_system_score_gemma":0.0000536247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001330098,"about_ca_topic_score_gemma":0.00006515718,"domain_scores_codex":[0.99947,0.000008277906,0.0001056158,0.0001171517,0.0001148831,0.0001840797],"domain_scores_gemma":[0.9997615,0.00002682903,0.000009794408,0.0001427797,0.00001473446,0.00004433071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001282638,0.0002079859,0.5328344,0.0001473691,0.00005031266,0.0006602694,0.001121247,0.00002761279,0.03138191,0.0009932256,0.4060399,0.02640756],"study_design_scores_gemma":[0.003266373,0.0002284467,0.8155598,0.000127566,0.00002986123,0.0000242738,0.001278291,0.0003546669,0.00912455,0.003039507,0.1667554,0.0002112939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492924,0.0001967549,0.000003217772,0.004069906,0.000166484,0.0001497191,0.000002344428,0.0001558889,0.04596332],"genre_scores_gemma":[0.9964581,0.0001051908,0.0001008471,0.0006134551,0.00006735285,0.00001583742,0.00001919143,0.00001050757,0.002609478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2827255,"threshold_uncertainty_score":0.8511274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03344540179473826,"score_gpt":0.323989356437294,"score_spread":0.2905439546425557,"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."}}