{"id":"W4213380355","doi":"10.1016/j.humimm.2022.02.001","title":"Reducing number of laboratories performing complement dependent cytotoxicity crossmatching: Reasons and conclusions","year":2022,"lang":"en","type":"article","venue":"Human Immunology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Complement-dependent cytotoxicity; Human leukocyte antigen; Medicine; Histocompatibility; Antibody; Immunology; Histocompatibility Testing; Cytotoxicity; Antigen; Flow cytometry; Antibody-dependent cell-mediated cytotoxicity; Chemistry; Monoclonal antibody; In vitro","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":[0.03280643,0.001039761,0.0009271487,0.001922007,0.001300216,0.006210129,0.00480675,0.003422374,0.009979104],"category_scores_gemma":[0.07846035,0.0003927299,0.001701625,0.002891185,0.002287474,0.004007318,0.001658452,0.002565896,0.001336547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004361817,"about_ca_system_score_gemma":0.01624497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007951655,"about_ca_topic_score_gemma":0.009012436,"domain_scores_codex":[0.9696885,0.01081989,0.002993944,0.002554799,0.009975513,0.00396738],"domain_scores_gemma":[0.8749377,0.06060887,0.02239269,0.00590669,0.03036489,0.005789085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003796,0.002108602,0.5561402,0.002557931,0.000701924,0.0009315416,0.001449947,0.002325611,0.003536546,0.01979459,0.02993363,0.3767235],"study_design_scores_gemma":[0.001035506,0.003840764,0.7998705,0.006358251,0.002356183,0.005013812,0.01802583,0.01398141,0.02476204,0.03757873,0.08680342,0.0003736505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5289237,0.03909864,0.03775254,0.3488438,0.003081181,0.001300353,0.001623472,0.0006985171,0.03867773],"genre_scores_gemma":[0.9512426,0.005133881,0.02277773,0.01584805,0.001150339,0.0002453398,0.0003310257,0.0001152409,0.003155862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03280643,"threshold_uncertainty_score":0.173499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02902830884340341,"score_gpt":0.338539033015487,"score_spread":0.3095107241720836,"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."}}