{"id":"W4408757747","doi":"10.1016/j.vgie.2025.03.028","title":"Identifying the impossible: piecemeal cold snare resection perforation","year":2025,"lang":"en","type":"article","venue":"VideoGIE","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Perforation; Resection; Surgery; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007973805,0.00107682,0.0006326417,0.001123098,0.00128926,0.001450558,0.0007121507,0.003010235,0.003016235],"category_scores_gemma":[0.005603561,0.0004905613,0.0009316404,0.000510129,0.001367931,0.003143725,0.001148428,0.002373366,0.001126231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005309314,"about_ca_system_score_gemma":0.0005362427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005908579,"about_ca_topic_score_gemma":0.0008466979,"domain_scores_codex":[0.999128,0.0001868845,0.0001232425,0.0001623958,0.0001690721,0.000230233],"domain_scores_gemma":[0.9966461,0.001156101,0.001165656,0.0003683613,0.0001894652,0.0004742708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0006634669,0.00005968518,0.1197339,0.0002868921,0.0000731705,0.8398951,0.0005397102,0.0003272267,0.005470536,0.0006804107,0.003069804,0.0292002],"study_design_scores_gemma":[0.0000135329,0.0001458123,0.01379319,0.00008713684,0.00003023296,0.9809476,0.0005219781,0.0004734597,0.001585314,0.0006647326,0.001719137,0.00001794509],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482236,0.0118365,0.01865012,0.00589656,0.0009130697,0.0001285832,0.0001631711,0.0004851805,0.01370314],"genre_scores_gemma":[0.9919603,0.001732924,0.003460619,0.00115767,0.0007551716,0.00001115448,0.0001011749,0.00004065541,0.0007802199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003016235,"threshold_uncertainty_score":0.01009029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04104158247876163,"score_gpt":0.3412872410280557,"score_spread":0.3002456585492941,"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."}}