{"id":"W3133441431","doi":"10.1111/ajt.16546","title":"Banff and ABMR: Are we going in the right direction?","year":2021,"lang":"en","type":"letter","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Gold standard (test); Biopsy; Intensive care medicine; Radiology","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":[0.003688065,0.0005224106,0.001650782,0.0007478972,0.006940972,0.004813296,0.001695112,0.05479079,0.01328922],"category_scores_gemma":[0.021386,0.0004850502,0.000875009,0.0009157137,0.00390966,0.005949664,0.001884566,0.04770426,0.004502013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005347292,"about_ca_system_score_gemma":0.009578524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267616,"about_ca_topic_score_gemma":0.02324196,"domain_scores_codex":[0.9963989,0.001388913,0.00040903,0.000340646,0.000808181,0.0006542721],"domain_scores_gemma":[0.9888418,0.003945528,0.0007212905,0.0002400211,0.001803286,0.004448026],"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":[0.0001047538,0.0001020958,0.003267776,0.00007056966,0.0000291249,0.004759558,0.0002451184,0.00008597205,0.0001652739,0.007256432,0.9713885,0.01252491],"study_design_scores_gemma":[0.0004098843,0.0001604177,0.006462102,0.001733599,0.00008594863,0.01517275,0.003380216,0.001078897,0.000261577,0.05198269,0.9190375,0.0002346157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003837572,0.0007215777,0.00002625609,0.992667,0.004609657,0.000002267451,0.00001089345,0.000005235835,0.001573409],"genre_scores_gemma":[0.006886377,0.001452339,0.0001955794,0.9555137,0.03259613,0.00001329202,0.00001961056,0.00001295208,0.003310096],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05479079,"threshold_uncertainty_score":0.04445684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595674764454902,"score_gpt":0.2816941726964231,"score_spread":0.265737425051874,"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."}}