{"id":"W2607512484","doi":"10.1111/ajt.14329","title":"Real Time Central Assessment of Kidney Transplant Indication Biopsies by Microarrays: The INTERCOMEX Study","year":2017,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":183,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Metabolomics Innovation Centre; University of Alberta","funders":"","keywords":"Medicine; Biopsy; Histology; Kidney transplant; Medical diagnosis; Radiology; Kidney; Internal medicine; Kidney transplantation; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003430825,0.0008013697,0.0009343219,0.000564967,0.0005944454,0.00212271,0.0009738411,0.001217264,0.001326909],"category_scores_gemma":[0.005287871,0.0006065744,0.0007039359,0.001032271,0.0005813709,0.00117766,0.001448202,0.001040311,0.0006543738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005159653,"about_ca_system_score_gemma":0.000531222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002855198,"about_ca_topic_score_gemma":0.004160359,"domain_scores_codex":[0.9971626,0.001146961,0.0001308332,0.0009645434,0.0003422711,0.0002526783],"domain_scores_gemma":[0.993236,0.001512811,0.002238696,0.001667002,0.0009294011,0.000416164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01570134,0.0003858909,0.9570078,0.0002220626,0.001264453,0.0001934784,0.0005764203,0.0003995032,0.004948063,0.0003180287,0.003806886,0.015176],"study_design_scores_gemma":[0.0006577556,0.0007246202,0.9901013,0.00005982505,0.00067172,0.0005587852,0.0004793939,0.0008907601,0.001011371,0.0003035763,0.00449285,0.00004789177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908974,0.001254594,0.001448914,0.0001601974,0.00005522857,0.00009929395,0.004352702,0.0000368441,0.001694769],"genre_scores_gemma":[0.989942,0.0003881823,0.002100748,0.00027596,0.0001473659,0.0002027702,0.005961496,0.00006184343,0.0009196576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003430825,"threshold_uncertainty_score":0.01814419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01182357788870029,"score_gpt":0.3201739548825573,"score_spread":0.308350376993857,"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."}}