{"id":"W4282923108","doi":"10.1111/apt.16961","title":"Editorial: seeing the light at the end of gastroscope—Complications after elective procedures are ready for <scp>NICE</scp>, bright decision aid tools","year":2022,"lang":"en","type":"editorial","venue":"Alimentary Pharmacology & Therapeutics","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Nice; General surgery; Surgery; 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":[0.004503146,0.004614837,0.003503047,0.003312675,0.002951755,0.005606598,0.00300325,0.0110543,0.02785983],"category_scores_gemma":[0.01831204,0.001289677,0.002643436,0.001082632,0.001839232,0.003799365,0.0009334463,0.01462519,0.03001674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002531923,"about_ca_system_score_gemma":0.002222858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255122,"about_ca_topic_score_gemma":0.003637281,"domain_scores_codex":[0.9964901,0.0005343189,0.0004048212,0.0004060806,0.001911946,0.0002527951],"domain_scores_gemma":[0.9875617,0.00408463,0.0007444748,0.0002928893,0.004979896,0.002336279],"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":[0.00004733091,0.00001324669,0.0000252596,0.0001301854,0.0000140255,0.0001691137,0.000005924661,0.00002394452,0.00003614336,0.0001088613,0.9963964,0.003029539],"study_design_scores_gemma":[0.0001988745,0.00008580267,0.0005259099,0.0007727571,0.00009588993,0.001280409,0.00004946975,0.0002737452,0.0002327264,0.0009917123,0.9954568,0.00003586495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00005020167,0.002111798,0.0001127722,0.01858063,0.9768084,0.00002469075,0.00005737728,0.0001022175,0.002151908],"genre_scores_gemma":[0.0005501613,0.002529088,0.0001053411,0.01696601,0.9687968,0.0000228851,0.00005231551,0.00006091296,0.0109164],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02785983,"threshold_uncertainty_score":0.09320045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02374808547699291,"score_gpt":0.3463548685779005,"score_spread":0.3226067831009076,"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."}}