{"id":"W2554124628","doi":"10.1016/j.gie.2016.03.236","title":"Sa1013 Direct Energy Coupling during Endoscopy: Practical Implications","year":2016,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Endoscopy; Perforation; Polypectomy; Energy (signal processing); Surgery; Internal medicine; Colonoscopy; Cancer; Colorectal cancer","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":[0.0001963439,0.0002743164,0.0004056106,0.0001492768,0.0001665538,0.00001965174,0.0001233667,0.00006355449,0.0004691333],"category_scores_gemma":[0.001410418,0.0001909356,0.0001405382,0.0002043741,0.0002168997,0.0001524587,0.0001022833,0.0002195081,0.0002945826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001344192,"about_ca_system_score_gemma":0.0001865201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004250332,"about_ca_topic_score_gemma":0.00001026988,"domain_scores_codex":[0.9980905,0.00005761948,0.0004052692,0.0005480903,0.0002277388,0.0006707858],"domain_scores_gemma":[0.9980738,0.0007250854,0.0001539857,0.0004943982,0.0001650954,0.0003876519],"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":[0.0005334879,0.000176961,0.1491735,0.00003391605,0.0000215934,0.0005602123,0.00001578662,0.000003560353,0.8458946,0.002537766,0.0005529581,0.0004956481],"study_design_scores_gemma":[0.01148084,0.003761235,0.6073331,0.002131371,0.0003935437,0.1271189,0.0001035045,0.0003533313,0.2391077,0.00300406,0.004311938,0.0009003659],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8520665,0.0003234825,0.1063609,0.01900621,0.0003366109,0.0004985262,0.00008028335,0.0008647192,0.02046273],"genre_scores_gemma":[0.9095879,0.00004949372,0.08687312,0.0003420979,0.0004469089,0.0000876905,0.00001510881,0.00005101921,0.002546649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6067868,"threshold_uncertainty_score":0.7786127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321334007822063,"score_gpt":0.3029266456458772,"score_spread":0.2797133055676566,"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."}}