{"id":"W2793387342","doi":"10.1503/cmaj.170953","title":"Deep sedation for colonoscopy is unnecessary and wasteful","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Sedation; Colonoscopy; Medicine; Intensive care medicine; Anesthesia; Computer science; Colorectal cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007840165,0.00006933746,0.0001409516,0.0001325693,0.0003024226,0.00005197484,0.0000431652,0.0002455279,0.001115924],"category_scores_gemma":[0.0009011002,0.00006508926,0.00004732133,0.000149852,0.00003999826,0.00008493211,0.000005914819,0.0003006526,0.00002842877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006066245,"about_ca_system_score_gemma":0.001133785,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008454373,"about_ca_topic_score_gemma":0.0181464,"domain_scores_codex":[0.9989139,0.00003861736,0.0002052336,0.0001242389,0.0004659623,0.0002520503],"domain_scores_gemma":[0.9983308,0.0001034272,0.0001112521,0.00004997041,0.0004864262,0.000918116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003831925,0.00006732542,0.1523096,0.00009178768,0.0004797109,0.0001410729,0.003073265,0.000001893379,0.0001886332,0.00025299,0.4767259,0.3628358],"study_design_scores_gemma":[0.006525869,0.009340585,0.1008172,0.0002674667,0.0002214475,0.001998516,0.001298835,0.02892375,0.001564324,0.001043952,0.8476318,0.0003662833],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282192,0.0003414764,0.00654346,0.0589063,0.001596939,0.0003198388,0.00001892296,0.00003729418,0.004016583],"genre_scores_gemma":[0.9843378,0.00004643141,0.0007746541,0.01113425,0.003128326,0.00001095519,0.000009666642,0.00001167198,0.0005462405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3709058,"threshold_uncertainty_score":0.9997972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009623302847889082,"score_gpt":0.2684169634139402,"score_spread":0.2587936605660511,"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."}}