{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01445028,0.0004205471,0.0002557391,0.00118522,0.003754818,0.003510594,0.002134103,0.0009492302,0.00515954],"category_scores_gemma":[0.01840744,0.0004051785,0.0004915037,0.001900104,0.001181623,0.002260562,0.004410532,0.001834916,0.0004973128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01113344,"about_ca_system_score_gemma":0.03524914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01398393,"about_ca_topic_score_gemma":0.02633419,"domain_scores_codex":[0.9886661,0.00509507,0.0006652808,0.0007607766,0.002710406,0.002102447],"domain_scores_gemma":[0.9556104,0.004753876,0.006047412,0.001230864,0.008318201,0.02403932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001042731,0.01262206,0.4313484,0.001713146,0.0002309263,0.002038412,0.03015577,0.003379826,0.01036999,0.002450849,0.05977436,0.4448735],"study_design_scores_gemma":[0.0005308979,0.01125052,0.819822,0.0008100655,0.0002063106,0.0007517561,0.09085789,0.008808945,0.007226208,0.001102375,0.05842773,0.0002052828],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532534,0.0005896227,0.003618935,0.03122348,0.0001729196,0.00115281,0.0005881564,0.0005531307,0.008847525],"genre_scores_gemma":[0.9779219,0.000542985,0.01439515,0.003495242,0.0001254322,0.0003763686,0.0004882041,0.00006097273,0.002593826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01445028,"threshold_uncertainty_score":0.08077908,"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."}}