{"id":"W2990939766","doi":"10.1016/j.cjca.2019.11.023","title":"Advancing Heart Transplantation and the Detection of Rejection, Bit by BiT","year":2019,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Medicine; Transplantation; Biopsy; Heart transplantation; Gold standard (test); Cardiology; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005196786,0.000485089,0.001302513,0.001373647,0.002534674,0.003526467,0.0009871089,0.02088994,0.003459095],"category_scores_gemma":[0.03849183,0.0004251366,0.0006404714,0.0009064483,0.002292059,0.003015219,0.000811175,0.02224295,0.002130686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004044236,"about_ca_system_score_gemma":0.003838303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01391943,"about_ca_topic_score_gemma":0.02258349,"domain_scores_codex":[0.99521,0.001955047,0.0007065354,0.0003754958,0.001352714,0.0004002337],"domain_scores_gemma":[0.976108,0.01340487,0.001452747,0.0005552248,0.005045251,0.003433861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000231376,0.0001426403,0.02022454,0.0001135198,0.00004477013,0.003396098,0.0003116817,0.0000795912,0.0003330925,0.002629585,0.9355804,0.03691263],"study_design_scores_gemma":[0.000741799,0.0006194671,0.04727316,0.003142585,0.000302928,0.02997888,0.003977763,0.003893267,0.001155285,0.03382174,0.8746629,0.0004301556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008421384,0.0018779,0.00007106129,0.9860824,0.009463537,0.000005620244,0.00003780802,0.00001028362,0.001609321],"genre_scores_gemma":[0.01676263,0.003150132,0.0003640809,0.8951443,0.08145324,0.00002376993,0.00004154993,0.00001840933,0.003041804],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02088994,"threshold_uncertainty_score":0.02934313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00901510065064289,"score_gpt":0.2487279324503126,"score_spread":0.2397128317996697,"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."}}