{"id":"W3172735292","doi":"10.1111/petr.14073","title":"Learning networks in pediatric heart failure and transplantation","year":2021,"lang":"en","type":"review","venue":"Pediatric Transplantation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Food and drug administration; Action (physics); Heart failure; Harmonization; Intensive care medicine; Quality (philosophy); Transplantation; Quality management; Heart transplantation; Medical emergency; Operations management; Cardiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00131163,0.0006454351,0.000840343,0.001885117,0.0004212451,0.001462592,0.0007332001,0.00141645,0.003348202],"category_scores_gemma":[0.002772809,0.0001710718,0.0006863261,0.001784525,0.0007909204,0.001592966,0.001202222,0.001782627,0.0004640841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001538257,"about_ca_system_score_gemma":0.002611965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002578022,"about_ca_topic_score_gemma":0.00385668,"domain_scores_codex":[0.9995211,0.000186162,0.00006222849,0.00005732884,0.0001224274,0.00005084152],"domain_scores_gemma":[0.9985119,0.001009522,0.0002307997,0.00001698638,0.0001495899,0.00008118895],"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":[0.00006926179,0.0000627631,0.0005119667,0.03037073,0.0001309466,0.0001264874,0.0002202046,0.0005024466,0.0001174707,0.01558026,0.02058662,0.9317209],"study_design_scores_gemma":[0.00003902984,0.0001261216,0.002679198,0.04470859,0.0002523579,0.001317902,0.0003237294,0.0001785731,0.0001733,0.007930073,0.9422393,0.00003189735],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001101288,0.9983014,0.00006696775,0.0005609142,0.0001544979,0.000005473446,0.000005944243,0.000002505276,0.0007921444],"genre_scores_gemma":[0.001891871,0.9973399,0.0001261634,0.0002765491,0.0001720391,0.00001268529,0.00001391316,8.732223e-7,0.0001659973],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003348202,"threshold_uncertainty_score":0.01120085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400268345441957,"score_gpt":0.2449548249794418,"score_spread":0.2309521415250223,"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."}}