{"id":"W4408413172","doi":"10.1136/bmjoq-2024-003164","title":"Transitioning from night to day transplants: changing the transplant culture for optimisation through a province-wide quality improvement initiative","year":2025,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; BC Innovation Council; Spinal Cord Injury BC; University of British Columbia","funders":"","keywords":"Medicine; Organ donation; Donation; Emergency medicine; Medical emergency; Surgery; Intensive care medicine; Transplantation; Political 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":[0.02141858,0.0002557476,0.0002965726,0.001076076,0.002272587,0.004294114,0.002006449,0.0005767153,0.002912677],"category_scores_gemma":[0.03039483,0.0002546461,0.0006851017,0.001930436,0.001499317,0.001445203,0.004898558,0.002683807,0.000413207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01828934,"about_ca_system_score_gemma":0.09548526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1012851,"about_ca_topic_score_gemma":0.1680709,"domain_scores_codex":[0.9901626,0.004417078,0.0005976879,0.0004590987,0.001994619,0.002368862],"domain_scores_gemma":[0.9497938,0.00572341,0.01013896,0.002148775,0.0115624,0.02063256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001014817,0.001753742,0.5528612,0.002038995,0.0002010868,0.0005394577,0.0135049,0.004347399,0.00503977,0.003714276,0.06112248,0.3538619],"study_design_scores_gemma":[0.0005070891,0.002096259,0.8701258,0.001772839,0.0001679609,0.0004349079,0.0273648,0.006365739,0.003157861,0.002552456,0.08528965,0.0001646139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8290941,0.0032472,0.02735874,0.1171442,0.0009036547,0.001978723,0.001787349,0.001303889,0.01718222],"genre_scores_gemma":[0.9656233,0.001083486,0.02549341,0.004628902,0.0001740077,0.0004817249,0.0007412453,0.0000945689,0.001679317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1012851,"threshold_uncertainty_score":0.2013911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1262102805284862,"score_gpt":0.4465278421773813,"score_spread":0.3203175616488952,"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."}}