{"id":"W4416140710","doi":"10.1016/j.gie.2025.09.024","title":"Self-assembling peptide for bleeding prevention in colorectal endoscopic submucosal dissection: What is the state of evidence?","year":2025,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Endoscopic submucosal dissection; Generalizability theory; Colonoscopy; Endoscopy; Endoscopic mucosal resection; Endoscopic treatment","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":[0.0006176379,0.0001865168,0.0003426287,0.0002909399,0.00008996358,0.00007791889,0.0001589594,0.00002163466,0.0000285021],"category_scores_gemma":[0.0004114451,0.0001349208,0.0001709093,0.0006121284,0.00005424933,0.0003649639,0.00007744433,0.0001973641,0.000002803494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002162992,"about_ca_system_score_gemma":0.0002044118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007863883,"about_ca_topic_score_gemma":0.0001214491,"domain_scores_codex":[0.9985334,0.00005613347,0.0004842757,0.0003098463,0.0002532816,0.0003630275],"domain_scores_gemma":[0.9986789,0.0007466569,0.0001858355,0.000186057,0.0001502841,0.0000522686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003417579,0.0003502349,0.9180603,0.002217917,0.0001982488,0.00003768105,0.001069908,0.0001555842,0.05894739,0.0004550246,0.001243885,0.01384622],"study_design_scores_gemma":[0.01496679,0.006429768,0.8336104,0.03684882,0.001189527,0.0006519431,0.006950279,0.01554714,0.0781242,0.004303135,0.000886525,0.0004914616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727176,0.0006020006,0.02092657,0.003340185,0.0003951208,0.001595119,0.000002985283,0.00007982397,0.000340563],"genre_scores_gemma":[0.963266,0.0002825919,0.03470619,0.0001797947,0.0001092327,0.0001956874,0.000008024474,0.0000177365,0.00123473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08444991,"threshold_uncertainty_score":0.550191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03914744159101844,"score_gpt":0.3361760760240481,"score_spread":0.2970286344330297,"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."}}