{"id":"W4323353038","doi":"10.1093/jcag/gwac036.093","title":"A93 IMPROVING INPATIENT ENDOSCOPY PROCEDURAL THROUGHPUT: A QUALITY IMPROVEMENT INITIATIVE AT AN ACADEMIC MEDICAL CENTER","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Psychological intervention; Stakeholder; Throughput; Checklist; Quality management; Medical emergency; Family medicine; Nursing; Computer science; Psychology; Operations management","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":[0.001469405,0.0001268123,0.0004472136,0.0002340646,0.0001396928,0.000008270381,0.0002598883,0.0002047795,0.0001382584],"category_scores_gemma":[0.001964578,0.00008508297,0.0002199725,0.0001756825,0.00006606113,0.0001264272,0.0001050858,0.0006295079,0.00000716578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002200597,"about_ca_system_score_gemma":0.001037892,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001912286,"about_ca_topic_score_gemma":0.0830555,"domain_scores_codex":[0.9975099,0.0002756209,0.0008695901,0.0001347646,0.0007593496,0.0004507491],"domain_scores_gemma":[0.9974682,0.00009099133,0.001280707,0.000153737,0.000375066,0.0006313161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003012756,0.00007962357,0.9920238,0.00003410826,0.0001449374,0.00001976733,0.0007355919,0.000003754178,0.0009937451,0.00002624711,0.005202304,0.0004348182],"study_design_scores_gemma":[0.004230646,0.002601625,0.9904225,0.0001323451,0.00006795074,0.0000751925,0.0004225055,0.0001147235,0.0005667433,0.00009106277,0.001215226,0.00005946511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515281,0.000005135162,0.000008088993,0.04740687,0.0006949057,0.0002145158,0.00005187297,0.000008382624,0.00008213967],"genre_scores_gemma":[0.9902726,0.00002132934,0.0000843192,0.009084129,0.0001956134,0.000004923378,0.00001488324,0.0000136282,0.0003085805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08114322,"threshold_uncertainty_score":0.9336764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02290042281062624,"score_gpt":0.315651661540778,"score_spread":0.2927512387301517,"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."}}