{"id":"W4293767932","doi":"10.3389/fimmu.2022.1013711","title":"Editorial: Future challenges and directions in determining allo-immunity in kidney transplantation","year":2022,"lang":"en","type":"editorial","venue":"Frontiers in Immunology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Manitoba; McGill University; Manitoba Health","funders":"National Institute for Health and Care Research","keywords":"Alloimmunity; Transplantation; Medicine; Immunity; Kidney transplantation; Immunology; Intensive care medicine; Political science; Internal medicine; Immune system","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":[0.007107753,0.003726305,0.003835614,0.002756699,0.002720688,0.006096843,0.003274392,0.01141406,0.01813796],"category_scores_gemma":[0.01966532,0.0009024639,0.002425589,0.001154882,0.00231777,0.006085627,0.001652835,0.01902861,0.01311962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002620822,"about_ca_system_score_gemma":0.002734991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037409,"about_ca_topic_score_gemma":0.002560747,"domain_scores_codex":[0.9962405,0.0008035569,0.0004388694,0.0004404749,0.001809168,0.0002674971],"domain_scores_gemma":[0.9797302,0.008622744,0.001089968,0.0004203854,0.006677541,0.003459214],"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":[0.00003849778,0.00001903873,0.00002962582,0.0002853151,0.00001245156,0.00007570435,0.00001354745,0.00002925516,0.00004209248,0.0003009051,0.9918001,0.007353322],"study_design_scores_gemma":[0.00006621704,0.00004853513,0.0002788413,0.0007432715,0.00005388712,0.000397192,0.00005629035,0.0001701802,0.00008093359,0.001596339,0.9964863,0.00002204744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002926527,0.007660066,0.00009896349,0.02794287,0.9629865,0.00001178341,0.00002789358,0.00005036916,0.001192279],"genre_scores_gemma":[0.0001824697,0.004708825,0.00006318178,0.009601501,0.9824791,0.000007731865,0.00001302391,0.00001750589,0.002926619],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01813796,"threshold_uncertainty_score":0.06067753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01068324632739632,"score_gpt":0.2684514451724619,"score_spread":0.2577681988450656,"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."}}