{"id":"W3097727678","doi":"10.1097/mpg.0000000000002974","title":"A Learning Health System for Pediatric Liver Transplant","year":2020,"lang":"en","type":"article","venue":"Journal of Pediatric Gastroenterology and Nutrition","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Liver transplantation; Excellence; Quality management; Health care; Best practice; Transplantation; Transparency (behavior); Medical education; Operations management; Management system; Surgery","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":[0.01301827,0.0004594631,0.000305069,0.0009927526,0.003751402,0.004718533,0.002140178,0.002553351,0.05991278],"category_scores_gemma":[0.01620569,0.000306274,0.0005572381,0.001475724,0.002340553,0.006091118,0.01289489,0.004179818,0.01048061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008840153,"about_ca_system_score_gemma":0.05243393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005554477,"about_ca_topic_score_gemma":0.009047753,"domain_scores_codex":[0.9895157,0.004501404,0.0005743953,0.001332165,0.002350189,0.001726197],"domain_scores_gemma":[0.9696354,0.002478702,0.002200759,0.002185229,0.005236135,0.01826386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001709364,0.0008077993,0.03270029,0.0003426829,0.00004507786,0.000582264,0.001951712,0.003020786,0.001115778,0.1377926,0.4884941,0.332976],"study_design_scores_gemma":[0.0001955577,0.0005968222,0.01567784,0.0004575679,0.00002464712,0.0004640779,0.002001252,0.003746946,0.0007880774,0.02463098,0.9513381,0.00007817823],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06561624,0.003733139,0.1088578,0.4803468,0.006010319,0.004178466,0.007993248,0.008998591,0.3142655],"genre_scores_gemma":[0.4802591,0.00423083,0.2924373,0.07482547,0.006035877,0.005782352,0.01135553,0.001153286,0.1239203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05991278,"threshold_uncertainty_score":0.2004282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609030343441545,"score_gpt":0.2563819684159684,"score_spread":0.240291664981553,"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."}}