{"id":"W4414678791","doi":"10.1111/petr.70195","title":"Share Seamlessly, Steal Shamelessly: Unlocking the Learning Health Network Ethos in Pediatric Liver Transplantation","year":2025,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"Agency for Healthcare Research and Quality; Patient-Centered Outcomes Research Institute","keywords":"Ethos; Liver transplantation; Transparency (behavior); Learning network; MEDLINE; United Network for Organ Sharing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002618116,0.000406334,0.0005311515,0.0006022471,0.001906399,0.000037968,0.0003973916,0.0004970487,0.0001306792],"category_scores_gemma":[0.0000883649,0.0003512246,0.0001389869,0.002508103,0.00002967189,0.0003179411,0.00003616914,0.002568132,0.0001184573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003813983,"about_ca_system_score_gemma":0.001620155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001535095,"about_ca_topic_score_gemma":0.00379052,"domain_scores_codex":[0.9933168,0.002585987,0.001487319,0.000676873,0.0005840292,0.001349044],"domain_scores_gemma":[0.9966163,0.002104488,0.0005917407,0.0002868943,0.0001914339,0.0002091604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003138642,0.00005515658,0.9613533,0.01032931,0.000008476767,0.00005198495,0.01828084,0.002973283,3.450222e-7,0.001017903,0.002726583,0.00288898],"study_design_scores_gemma":[0.002474772,0.00008096433,0.9913324,0.0003692585,0.0003434227,0.000006831642,0.0017143,0.001537633,9.119339e-7,0.0003278786,0.001444125,0.0003675746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.935271,0.0149572,0.02997983,0.007384824,0.003077534,0.004646176,0.0002518085,0.0006258155,0.003805788],"genre_scores_gemma":[0.8063893,0.1873685,0.0002758562,0.00180417,0.002933551,0.000226873,0.0006617749,0.00004771123,0.0002921711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1724113,"threshold_uncertainty_score":0.999894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05000986645828775,"score_gpt":0.3945778193460021,"score_spread":0.3445679528877144,"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."}}