{"id":"W3130522979","doi":"10.1016/j.healun.2021.02.004","title":"Survival implications of prescription opioid and benzodiazepine use in lung transplant recipients: Analysis of linked transplant registry and pharmacy fill records","year":2021,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Pharmacy; Medical prescription; Medicine; Opioid; Benzodiazepine; Internal medicine; Intensive care medicine; Family medicine; Pharmacology","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":[0.0008622988,0.0001467536,0.0006088321,0.000344701,0.0000655002,0.00001623318,0.000052701,0.00007414793,0.00001938064],"category_scores_gemma":[0.00002506151,0.0001091682,0.0001264193,0.0004464575,0.0000991413,0.0002620041,0.00000332378,0.0002442615,3.049283e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001751781,"about_ca_system_score_gemma":0.00007973037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003437003,"about_ca_topic_score_gemma":0.0006663863,"domain_scores_codex":[0.9983334,0.0003085388,0.0008174485,0.0001587138,0.0002400484,0.0001418508],"domain_scores_gemma":[0.99868,0.00061888,0.0002667639,0.000141765,0.0001916391,0.0001009809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002014174,0.0001023525,0.882381,0.0008399826,0.0005987772,0.00002672281,0.00624798,0.0000952672,0.1069279,0.00008112415,0.00001194625,0.000672813],"study_design_scores_gemma":[0.003015401,0.0001277632,0.9786475,0.0007271785,0.006496879,0.0005786954,0.0002267025,0.001187461,0.008824463,0.00004156521,0.00003329093,0.0000931481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868742,0.002787973,0.008566611,0.001057703,0.0001079602,0.0002142934,0.0003671903,0.000005562904,0.00001855518],"genre_scores_gemma":[0.9556956,0.04048407,0.003487668,0.00007425818,0.00003367063,0.000002865001,0.0001854082,0.00001048809,0.00002591176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09810344,"threshold_uncertainty_score":0.4451749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04100157629762949,"score_gpt":0.3452643452993788,"score_spread":0.3042627690017493,"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."}}