{"id":"W4406313381","doi":"10.1016/j.vgie.2024.09.013","title":"Video recording in GI endoscopy","year":2025,"lang":"en","type":"article","venue":"VideoGIE","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Endoscopy; Video recording; General surgery; Radiology; Computer graphics (images); Computer science","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":[0.002996496,0.0004612175,0.0003287171,0.001389599,0.000773019,0.003268583,0.0008633091,0.002606479,0.01433409],"category_scores_gemma":[0.01069216,0.0002380907,0.0003754724,0.001327729,0.002045466,0.002886843,0.002161263,0.001987963,0.003710923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009492722,"about_ca_system_score_gemma":0.0009635855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002817314,"about_ca_topic_score_gemma":0.003459326,"domain_scores_codex":[0.9978568,0.001264688,0.0001009611,0.0001762747,0.0004995734,0.0001016616],"domain_scores_gemma":[0.994489,0.003901013,0.0003527879,0.0004437863,0.0005494794,0.0002638982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005048974,0.00007693448,0.002707194,0.002169146,0.00003357402,0.00141062,0.002483384,0.0007323797,0.009629522,0.07675066,0.08316252,0.8203392],"study_design_scores_gemma":[0.00006313503,0.0005949779,0.01041729,0.005614948,0.00007444107,0.01160551,0.002427678,0.001789712,0.008682811,0.03218247,0.9263795,0.0001676138],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03535638,0.3310855,0.1986868,0.04325184,0.01459571,0.0005564363,0.001382314,0.001710938,0.3733741],"genre_scores_gemma":[0.3508116,0.3138674,0.2011198,0.02035821,0.0180765,0.0006376861,0.001546369,0.0007741206,0.09280836],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01433409,"threshold_uncertainty_score":0.04795229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02382993511711441,"score_gpt":0.3193460676371578,"score_spread":0.2955161325200434,"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."}}