{"id":"W3115840416","doi":"","title":"Alberta Rectal Cancer Initiative (ARCI): Implementation of a provincial rectal cancer clinical pathway quality improvement project","year":2017,"lang":"en","type":"article","venue":"URSCA Proceedings","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Best practice; Audit; Colorectal cancer; Total mesorectal excision; Quality assurance; Medical physics; General surgery; Radiology; Cancer; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002864389,0.0003451798,0.0008181556,0.0001377642,0.000348909,0.0001206635,0.0003403498,0.0002275121,0.0005206139],"category_scores_gemma":[0.00734453,0.0003065024,0.0003095655,0.000183818,0.0003090983,0.001055675,0.0003004357,0.0005721332,0.00001122159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004405715,"about_ca_system_score_gemma":0.002215015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08296553,"about_ca_topic_score_gemma":0.02587121,"domain_scores_codex":[0.9951529,0.00007781039,0.002567573,0.0008263673,0.0008518069,0.0005235284],"domain_scores_gemma":[0.9942195,0.0005207247,0.003181105,0.0003820013,0.00148418,0.0002124594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002418495,0.0005437886,0.6392772,0.0004759468,0.0004328641,0.000004647686,0.00321175,1.132818e-7,0.02007542,0.0004068683,0.01174951,0.3214034],"study_design_scores_gemma":[0.01426013,0.004676683,0.875261,0.0005701721,0.001067546,0.00001881287,0.01117512,0.0002130598,0.07218272,0.0004146321,0.01937766,0.0007824461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821625,0.00004686675,0.000027583,0.009830998,0.000911548,0.003064639,0.0002972013,0.00005886394,0.003599773],"genre_scores_gemma":[0.9942482,0.0002591551,0.001087802,0.00132418,0.001657872,0.0007881454,0.0000891477,0.00005946733,0.0004860373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.320621,"threshold_uncertainty_score":0.9999387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3225809712393229,"score_gpt":0.5747025836834377,"score_spread":0.2521216124441148,"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."}}