{"id":"W4410553617","doi":"10.1097/mat.0000000000002464","title":"Ventricular Assist Device Use in Pediatric Restrictive and Hypertrophic Cardiomyopathy: An ACTION Registry Analysis","year":2025,"lang":"en","type":"article","venue":"ASAIO Journal","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"Ventricular assist device; Medicine; Hypertrophic cardiomyopathy; Extracorporeal membrane oxygenation; Inotrope; Extracorporeal; Cardiology; Internal medicine; Cardiomyopathy; Life support; Heart failure; Artificial heart; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038512,0.0001492135,0.0003052114,0.0007923306,0.00009842535,0.0001735746,0.0001398282,0.0001303515,0.00001714473],"category_scores_gemma":[0.0001249403,0.0001482441,0.0001206637,0.001737882,0.00001162366,0.0005049561,0.00002394939,0.0004976052,0.000003669647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001903979,"about_ca_system_score_gemma":0.00005669703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005360612,"about_ca_topic_score_gemma":0.0001208373,"domain_scores_codex":[0.9988412,0.0001253352,0.0003563989,0.0002178284,0.0002254766,0.0002337244],"domain_scores_gemma":[0.9993535,0.00008213292,0.00008605867,0.0002488113,0.00007369378,0.0001558545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001008652,0.00002378277,0.9820279,0.00003947507,0.0002771347,0.0004128668,0.00002070048,0.01516503,0.0001264767,0.00006506712,0.0000789074,0.001752495],"study_design_scores_gemma":[0.0003086818,0.00001997443,0.9864416,0.00001623402,0.0008387819,0.0001131716,0.0000818257,0.01091808,0.0001039219,0.0001647049,0.0008308837,0.0001621869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920963,0.001719073,0.005558719,0.00002857643,0.0002733552,0.00005501458,0.000003517588,0.00005648593,0.0002089322],"genre_scores_gemma":[0.9993156,0.0001666971,0.0002522026,0.00003937427,0.0001700092,0.000005610822,0.000007336744,0.00001429416,0.00002888782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007219261,"threshold_uncertainty_score":0.6045219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02204800013864741,"score_gpt":0.2547795159748851,"score_spread":0.2327315158362377,"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."}}