{"id":"W4309166485","doi":"10.1111/petr.14391","title":"Clinical approach to mechanical circulatory support in the transplant patient from the Pediatric Heart Transplant Society","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":"University of Alberta; Stollery Children's Hospital; Hospital for Sick Children","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Circulatory system; Decompensation; Heart transplantation; Intensive care medicine; Transplantation; Heart failure; Ventricular assist device; Surgery; Cardiology","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":[0.001880471,0.0003738329,0.0004366912,0.0001159301,0.0003390446,0.0000549618,0.0008305854,0.0001860921,0.0002027888],"category_scores_gemma":[0.000009675241,0.0002814249,0.0004511774,0.0009738817,0.00002430911,0.0001548796,0.00002385193,0.001213238,0.00005567432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001026104,"about_ca_system_score_gemma":0.0001151536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008701414,"about_ca_topic_score_gemma":0.00003750654,"domain_scores_codex":[0.9957284,0.0006534015,0.001184944,0.0006667121,0.001160343,0.0006062287],"domain_scores_gemma":[0.9982262,0.0009069478,0.00009442684,0.0005413273,0.00002467527,0.0002064014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003118628,0.001173674,0.8816296,0.0007153743,0.0001678263,0.000189692,0.04367917,0.06061156,0.0003128844,0.0008576388,0.009410105,0.0009405839],"study_design_scores_gemma":[0.003023231,0.0004951293,0.9622037,0.00001404513,0.002024882,0.0003385154,0.001847712,0.02142172,0.00008206579,0.0004246874,0.006675173,0.001449095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848434,0.0005921502,0.01048638,0.0002706518,0.0009887994,0.001237207,0.001063836,0.000254967,0.0002625755],"genre_scores_gemma":[0.9945156,0.001039996,0.0006061406,0.001905597,0.0006798243,0.0005318811,0.0006542305,0.00006494131,0.000001789411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08057412,"threshold_uncertainty_score":0.9999638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294820561107865,"score_gpt":0.2377558267866479,"score_spread":0.2148076211755693,"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."}}