{"id":"W4384023667","doi":"10.1016/j.jpedsurg.2023.07.006","title":"A Scoping Review on Learning Health Networks Available in Pediatric Surgical Specialties","year":2023,"lang":"en","type":"review","venue":"Journal of Pediatric Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Health Services and Policy Research; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; MEDLINE; Scopus; Health care; Systematic review; Medical education; Grey literature; Family medicine","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":[0.005696736,0.001250533,0.003860029,0.01015928,0.0005629648,0.003179958,0.001373005,0.002061772,0.009762118],"category_scores_gemma":[0.0242753,0.0008050117,0.003672661,0.01001547,0.0008330966,0.002970339,0.002201208,0.001883911,0.0007319877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003236206,"about_ca_system_score_gemma":0.01021943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008356047,"about_ca_topic_score_gemma":0.02460373,"domain_scores_codex":[0.9962221,0.001262389,0.001298769,0.0003261151,0.0007028149,0.0001877795],"domain_scores_gemma":[0.9797398,0.01651611,0.002208851,0.0001668941,0.001090466,0.0002778107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001350558,0.00006420164,0.0005686543,0.667626,0.001725235,0.0001024573,0.0002160483,0.000253781,0.0001426276,0.001024928,0.007271029,0.32087],"study_design_scores_gemma":[0.00007441073,0.0001189257,0.001789701,0.8905699,0.008776796,0.0002765121,0.0003095712,0.00006551711,0.000104614,0.0006426086,0.09724607,0.00002538007],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001420848,0.9990397,0.00005336637,0.0002110214,0.0001009926,0.00002617092,0.00007279071,0.000003192932,0.0003505628],"genre_scores_gemma":[0.001147587,0.9982362,0.0001794196,0.0002440265,0.00004750793,0.00003391928,0.00003970958,0.000001498068,0.00007015321],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01015928,"threshold_uncertainty_score":0.0326575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1707682645151076,"score_gpt":0.4065497527088366,"score_spread":0.235781488193729,"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."}}