{"id":"W4285587844","doi":"10.1111/petr.14363","title":"Ventricular assist device support following pediatric heart transplantation","year":2022,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital; University of Alberta","funders":"","keywords":"Medicine; Ventricular assist device; Heart transplantation; Single Center; Transplantation; Cohort; Surgery; Cardiology; Heart disease; Implant; Heart failure; Internal 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051444,0.00029303,0.0002986356,0.0004032021,0.0003531494,0.0000513831,0.0002691904,0.0001018216,0.0007274869],"category_scores_gemma":[0.00000806114,0.0003553855,0.0002579691,0.001072736,0.000006090569,0.0003884404,0.00001202807,0.0004029462,0.0001484279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001489721,"about_ca_system_score_gemma":0.00007930619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001842306,"about_ca_topic_score_gemma":0.00001080517,"domain_scores_codex":[0.9975097,0.0001384484,0.0006166933,0.0004143541,0.0008366744,0.0004840828],"domain_scores_gemma":[0.9993188,0.0001491335,0.00008871971,0.0002295579,0.00002901901,0.0001847247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008955655,0.0001907974,0.9235117,0.002756976,0.0001040003,0.001898606,0.001447579,0.06717761,0.00045647,0.0002732834,0.001678564,0.0004148],"study_design_scores_gemma":[0.004878341,0.0003789453,0.9640832,0.00001516369,0.005752823,0.001070603,0.0002182111,0.01018185,0.002197349,0.0004389179,0.008416897,0.002367697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834536,0.001046485,0.01175082,0.00004753141,0.001605787,0.0004486304,0.0002274693,0.0007355005,0.0006842299],"genre_scores_gemma":[0.9971524,0.0005150928,0.0004807299,0.0001372485,0.0004498793,0.000202093,0.0009637994,0.00007708147,0.00002170583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05699576,"threshold_uncertainty_score":0.9998898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087132479360534,"score_gpt":0.2200065778695817,"score_spread":0.2091352530759764,"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."}}