{"id":"W4391873376","doi":"10.1093/jcag/gwad061.108","title":"A108 AN EVALUATION OF IMPLEMENTATION OF A CENTRALIZED REFERRAL AND BOOKING PROCESS ON WAIT TIMES FOR COLONOSCOPIES","year":2024,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cambridge Memorial Hospital","funders":"","keywords":"Referral; Process (computing); Medical emergency; Medicine; Operations management; Process management; Business; Computer science; Nursing; Engineering; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.008494824,0.0003078584,0.0004542148,0.0006161856,0.001397303,0.001488879,0.001071468,0.0005034781,0.002567078],"category_scores_gemma":[0.04016474,0.0002737141,0.001120363,0.001343291,0.0009364577,0.0008173068,0.0009139198,0.0007426207,0.0002027898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02065361,"about_ca_system_score_gemma":0.02840465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3212124,"about_ca_topic_score_gemma":0.3620733,"domain_scores_codex":[0.9900833,0.00374963,0.0009179825,0.0008464794,0.00274166,0.001660815],"domain_scores_gemma":[0.942253,0.02005922,0.01938693,0.002431378,0.008418499,0.007451069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007750166,0.004584645,0.8981143,0.0007093067,0.0004660472,0.0001416421,0.004914986,0.001764787,0.000942379,0.0002949142,0.001584827,0.07873202],"study_design_scores_gemma":[0.0003979068,0.007446505,0.987283,0.0001304582,0.0002306704,0.00002275795,0.001826988,0.001161262,0.0002894616,0.00004590595,0.001140114,0.00002509836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978843,0.0001840585,0.0001785202,0.0001692496,0.00001352522,0.0002934581,0.0003304089,0.00001616139,0.0009302718],"genre_scores_gemma":[0.998744,0.00008214087,0.0004679918,0.00005361033,0.00001289773,0.0002090266,0.0001604542,0.00000401505,0.0002658944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3212124,"threshold_uncertainty_score":0.6386856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03175749090918076,"score_gpt":0.3505356827647824,"score_spread":0.3187781918556016,"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."}}