{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002343461,0.0000921782,0.0003415377,0.0001678039,0.00006794165,0.000007221428,0.00003768973,0.0000693123,0.00000654918],"category_scores_gemma":[0.00001795954,0.00007767486,0.0001275572,0.00008001986,0.00001283854,0.00007165573,0.000003723996,0.0002524505,9.979151e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002655565,"about_ca_system_score_gemma":0.00003904414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001180406,"about_ca_topic_score_gemma":5.194491e-7,"domain_scores_codex":[0.9991093,0.00006934236,0.0004365522,0.0001060024,0.0001106943,0.000168132],"domain_scores_gemma":[0.9992954,0.00005500076,0.0003280783,0.00002671054,0.00009571578,0.0001990684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00608127,0.0001930173,0.9800417,0.009541687,0.00004882753,0.0001510362,0.0007709885,0.000002704111,0.000118106,0.00003449592,0.002739425,0.0002767142],"study_design_scores_gemma":[0.06152368,0.1258416,0.7831305,0.0005535815,0.006701645,0.01429175,0.001967711,0.001401455,0.001229014,0.00008151495,0.002813041,0.0004645601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9549146,0.002121399,0.03506528,0.007375013,0.0001216005,0.0003340897,0.00002381114,0.00004122931,0.000002923161],"genre_scores_gemma":[0.9650868,0.02824296,0.004159994,0.000912973,0.001562248,0.000006378787,0.00001474414,0.00001064972,0.000003281374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1969112,"threshold_uncertainty_score":0.3167489,"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."}}