{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04296918,0.0004422467,0.0002478193,0.0009179426,0.01029193,0.0133843,0.002841673,0.003775017,0.005023442],"category_scores_gemma":[0.05172188,0.0004205822,0.0006377696,0.0007651866,0.0150286,0.01928664,0.03122124,0.009241766,0.000867382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01142054,"about_ca_system_score_gemma":0.05020743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005783327,"about_ca_topic_score_gemma":0.01233458,"domain_scores_codex":[0.959382,0.03025716,0.0008233924,0.001745494,0.003391999,0.004399883],"domain_scores_gemma":[0.9428058,0.02007028,0.00411442,0.003528683,0.003660554,0.02582023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002648144,0.0006056438,0.03511952,0.001255232,0.00008527431,0.001892371,0.07465438,0.004432266,0.001119181,0.2903999,0.1382691,0.4519023],"study_design_scores_gemma":[0.000186503,0.0007660782,0.01386856,0.004041729,0.00009363607,0.001803928,0.0766111,0.006708929,0.003272439,0.3114148,0.5810133,0.0002188852],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1381821,0.007973886,0.07091396,0.7191506,0.005325631,0.0004540587,0.000162532,0.0007292173,0.05710798],"genre_scores_gemma":[0.8669354,0.005848198,0.06519935,0.05145073,0.002160897,0.0006535529,0.0002199573,0.0003773409,0.00715456],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04296918,"threshold_uncertainty_score":0.2272455,"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."}}