{"id":"W4309159596","doi":"10.1111/petr.14393","title":"Clinical approach to acute cellular rejection from the pediatric heart transplant society","year":2022,"lang":"en","type":"article","venue":"Pediatric Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital; University of Alberta","funders":"","keywords":"Medicine; Immunosuppression; Asymptomatic; Intensive care medicine; Heart transplantation; Heart transplants; Transplantation; Graft rejection; Complication; Surgery; Immunology","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":[0.001301052,0.0003001211,0.000478534,0.0001427871,0.0006589006,0.00004110254,0.0002556589,0.000150505,0.0001424254],"category_scores_gemma":[0.00001408827,0.00023808,0.0005807157,0.001012545,0.00003403713,0.0001327205,0.00001842855,0.0008232464,0.00004301525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008308283,"about_ca_system_score_gemma":0.0002027417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002433072,"about_ca_topic_score_gemma":0.000009007152,"domain_scores_codex":[0.9966525,0.000542707,0.0008268766,0.0007002925,0.0008617712,0.0004158684],"domain_scores_gemma":[0.9983595,0.0007809692,0.0001556798,0.0003902109,0.00006816411,0.0002454994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001262363,0.000467545,0.9855168,0.0002581202,0.000165843,0.00005361534,0.006552985,0.0005458402,0.0007125781,0.0001081484,0.003777708,0.0005783928],"study_design_scores_gemma":[0.003532745,0.0004532043,0.9860557,0.00000763855,0.005949702,0.0002334907,0.0003521513,0.0005290547,0.0002198014,0.00008805078,0.002191797,0.0003866045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8745808,0.0006440144,0.1193128,0.001622415,0.001203145,0.001111528,0.0009478248,0.0002189727,0.0003584627],"genre_scores_gemma":[0.9395734,0.01071338,0.04105589,0.003142562,0.002909312,0.0002867242,0.002055617,0.0000668135,0.0001962787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07825694,"threshold_uncertainty_score":0.970862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03674529151761595,"score_gpt":0.3228662474244471,"score_spread":0.2861209559068312,"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."}}