{"id":"W4410291331","doi":"10.1097/txd.0000000000001806","title":"Tacrolimus IPV Group Membership Does Not Consistently Track With Electronically Monitored or Self-reported Adherence in Adolescent and Young Adult Kidney Transplant Recipients","year":2025,"lang":"en","type":"article","venue":"Transplantation Direct","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Medicine; Tacrolimus; Confidence interval; Kidney transplant; Odds ratio; Internal medicine; Kidney transplantation; Kidney; Transplantation","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":[0.0001950368,0.0004061938,0.00061857,0.0002828429,0.0001135215,0.00005618086,0.00009909059,0.0001695492,0.00004773089],"category_scores_gemma":[0.00002466128,0.0002594719,0.0001134705,0.0004788509,0.00009189844,0.0001875642,0.000003288729,0.0003083457,0.000005894622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001490229,"about_ca_system_score_gemma":0.0002936004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004799283,"about_ca_topic_score_gemma":0.002291303,"domain_scores_codex":[0.9975169,0.000140679,0.0007440678,0.0006597136,0.0004574797,0.0004811602],"domain_scores_gemma":[0.9989846,0.0001812768,0.0001569283,0.000249362,0.0001423514,0.0002854549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02192221,0.0009891825,0.9635619,0.002210702,0.001190651,0.002082529,0.00216859,0.00001277287,0.00418365,0.0002348017,0.00001623419,0.001426798],"study_design_scores_gemma":[0.02059151,0.0009166976,0.9464568,0.005696885,0.002431466,0.0007081302,0.0001278635,0.0002102671,0.02236494,0.00002454845,0.00005084555,0.0004199838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937961,0.0001312427,0.0003417519,0.0005950426,0.0002753002,0.001432796,0.0002616462,0.0002336368,0.002932508],"genre_scores_gemma":[0.9913682,0.005025326,0.001206973,0.0007780428,0.00002291487,0.0001550857,0.0004846484,0.00003385312,0.000924941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01818129,"threshold_uncertainty_score":0.9999858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02027833825740846,"score_gpt":0.2899050324996252,"score_spread":0.2696266942422167,"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."}}