{"id":"W2962953770","doi":"10.1111/petr.13528","title":"A learning health network for pediatric liver transplantation: Inaugural meeting report from the Starzl Network for Excellence in Pediatric Transplantation","year":2019,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Excellence; Medicine; Transplantation; Health care; Liver transplantation; Medical education; Family medicine; Intensive care medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003073781,0.0005514018,0.0008736083,0.0002737661,0.0005138822,0.00008247104,0.0002983903,0.0003109027,0.00004414864],"category_scores_gemma":[0.0001349894,0.0005185342,0.0003838092,0.001283834,0.00003261306,0.0004385825,0.00001021079,0.0007093123,0.00002448125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001954375,"about_ca_system_score_gemma":0.0007481304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002245461,"about_ca_topic_score_gemma":0.002721233,"domain_scores_codex":[0.9944382,0.0005240166,0.00189683,0.001102561,0.0009187686,0.001119663],"domain_scores_gemma":[0.9939058,0.004135296,0.001054939,0.0004107603,0.0002374407,0.0002556989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003528965,0.0001413429,0.9433485,0.009741331,0.00004603697,0.0001678692,0.01400335,0.02600684,0.000004559763,0.0000605846,0.00236499,0.0005856914],"study_design_scores_gemma":[0.0101186,0.001001875,0.9796984,0.0003655675,0.002883923,0.000354751,0.000422406,0.003369556,0.00001933388,0.0003996354,0.0005792275,0.0007866953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9413316,0.008179338,0.04073396,0.002142751,0.001667605,0.005050382,0.0004996039,0.0002547105,0.000140003],"genre_scores_gemma":[0.802643,0.166137,0.01259936,0.001057548,0.01091517,0.0005400538,0.005851599,0.0001326359,0.0001236344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1579577,"threshold_uncertainty_score":0.9997267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092490274082467,"score_gpt":0.2874234936326012,"score_spread":0.2664985908917765,"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."}}