{"id":"W4411633600","doi":"10.1016/j.gie.2025.04.030","title":"Tools for endoscopic management of benign luminal GI strictures","year":2025,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; General surgery; Gastroenterology; Radiology; 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":[0.0001851042,0.0001983686,0.0004123145,0.0001809351,0.00006139292,0.00001480253,0.0001561896,0.00004193595,0.00008147903],"category_scores_gemma":[0.0002926672,0.000172345,0.0001588518,0.0002330223,0.0001278574,0.00005693558,0.00007532152,0.000156277,0.00001105201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004585217,"about_ca_system_score_gemma":0.00008740214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001252637,"about_ca_topic_score_gemma":0.000001559192,"domain_scores_codex":[0.9986935,0.000036268,0.0003940207,0.000328927,0.0001676596,0.0003795986],"domain_scores_gemma":[0.9989992,0.0003566844,0.0001129404,0.0003059653,0.0001331144,0.00009209538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.009778544,0.002126493,0.3267861,0.01067736,0.0007689289,0.002473741,0.0002970209,0.0001498803,0.4691716,0.08379784,0.01831701,0.07565553],"study_design_scores_gemma":[0.02395312,0.01221163,0.7904671,0.007920492,0.002012883,0.004092471,0.001919426,0.0004711059,0.1396836,0.01084965,0.005848258,0.0005702877],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6564587,0.001479864,0.278265,0.00213785,0.0008930336,0.003300024,0.0001604195,0.0002657387,0.05703937],"genre_scores_gemma":[0.6982186,0.00001751392,0.2980978,0.0003206615,0.0001160239,0.0001144522,0.00005007265,0.00001574927,0.003049193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.463681,"threshold_uncertainty_score":0.7028026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02186556811792006,"score_gpt":0.312836060863777,"score_spread":0.290970492745857,"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."}}