{"id":"W4387504597","doi":"10.1136/gutjnl-2023-330396","title":"British Society of Gastroenterology guidelines on sedation in gastrointestinal endoscopy","year":2023,"lang":"en","type":"article","venue":"Gut","topic":"Anesthesia and Sedative Agents","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Sedation; Guideline; Medicine; Endoscopy; Propofol; Intensive care medicine; General surgery; Medical emergency; Surgery","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":[0.0001906851,0.00005738306,0.000159245,0.00004958136,0.00001117115,0.000002794816,0.00004017726,0.00002305529,0.0001627947],"category_scores_gemma":[0.0001380905,0.00005938568,0.00006019129,0.0001313573,0.00004222674,0.0000242928,0.00001546583,0.00007244056,0.00006422068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001988446,"about_ca_system_score_gemma":0.00002434522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001122715,"about_ca_topic_score_gemma":0.00004358621,"domain_scores_codex":[0.9993433,0.0000326504,0.0002122916,0.0001301195,0.000123823,0.0001577673],"domain_scores_gemma":[0.9997089,0.00003934698,0.00005035604,0.0000897134,0.00007800008,0.00003371782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004076585,0.00009786784,0.920889,0.00005658288,0.00001210198,0.0001361304,0.0001355971,0.00004968528,0.0234366,0.00003131324,0.05347462,0.001272829],"study_design_scores_gemma":[0.00150911,0.0009062663,0.9933222,0.000432071,0.000009449211,0.0003079518,0.0002680949,0.001902874,0.000459369,0.00005967024,0.000787026,0.00003589793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968203,0.000004558241,0.0004481511,0.00217219,0.00002137767,0.0001154268,0.000003621537,0.0000335211,0.000380834],"genre_scores_gemma":[0.9896786,0.00003898238,0.007043025,0.001865722,0.00008690229,0.00001085699,0.0001136648,0.00001170195,0.001150597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07243321,"threshold_uncertainty_score":0.2421678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06082663782986834,"score_gpt":0.3353342127195947,"score_spread":0.2745075748897264,"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."}}