{"id":"W6991475991","doi":"","title":"The Halifax flow Crossmatch Protocol Results According to the Class and MFI of the DSA","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Immunogenicity; Donor specific antibodies; Antibody; Protocol (science); Specific antibody; Class (philosophy)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002246336,0.0005309061,0.0003415279,0.001728243,0.0003315899,0.0005940322,0.0004397763,0.0004215574,0.005382066],"category_scores_gemma":[0.001690398,0.0001295729,0.0002556508,0.0005880506,0.0004402765,0.0002968917,0.0003735593,0.0003520597,0.001079494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004682819,"about_ca_system_score_gemma":0.0003054299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004591203,"about_ca_topic_score_gemma":0.0005365512,"domain_scores_codex":[0.9985636,0.0003835913,0.0001894324,0.0003243662,0.0004458484,0.0000932953],"domain_scores_gemma":[0.9988878,0.0003084602,0.0003308437,0.0001584391,0.0002686418,0.00004581753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002392003,0.0003276569,0.4314409,0.0006828133,0.00031811,0.0003658826,0.0008846589,0.0006092329,0.4572864,0.001747245,0.003063014,0.100882],"study_design_scores_gemma":[0.0001045689,0.001472695,0.5619555,0.0001697086,0.0002562116,0.003371191,0.0003924546,0.005052901,0.4028723,0.001263635,0.02303104,0.00005778755],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451736,0.003090393,0.03857549,0.0002033458,0.0001152309,0.0008984171,0.002399755,0.0004769997,0.009066598],"genre_scores_gemma":[0.9411678,0.001047966,0.04840103,0.0002347953,0.0000850489,0.001232104,0.003181983,0.00007199986,0.004577246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005382066,"threshold_uncertainty_score":0.01800478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2700866498280672,"score_gpt":0.5850601384151705,"score_spread":0.3149734885871032,"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."}}