{"id":"W7133045506","doi":"","title":"Characterization of the Role of Antigen Copy Number in Red Blood Cell Alloimmunization","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Blood groups and transfusion","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Antigen; Immune system; Antibody; Red blood cell; Fetus; Pregnancy; Isoantibodies; Antibody response","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003393406,0.000348104,0.0007625738,0.0002188453,0.00008756188,0.00001145464,0.0002826523,0.0005648497,0.0004665968],"category_scores_gemma":[0.00006586326,0.0003018428,0.0002157378,0.001492702,0.00006961059,0.00008532032,0.00004750417,0.0004636155,0.00003054416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002873904,"about_ca_system_score_gemma":0.0002551776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001821214,"about_ca_topic_score_gemma":0.0003689083,"domain_scores_codex":[0.9975823,0.0001929424,0.0009500104,0.0003942828,0.0005885687,0.0002918516],"domain_scores_gemma":[0.9978966,0.00006571839,0.0009400379,0.000643038,0.0003960259,0.00005865364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003169873,0.0006875902,0.1962441,0.0009198951,0.0001018845,0.000002725845,0.02200451,0.00001311224,0.7789616,0.00008103055,0.000003611048,0.000662967],"study_design_scores_gemma":[0.001660332,0.0001076337,0.4083376,0.001591674,0.0004463126,0.000001510194,0.005662409,0.0001945896,0.5816935,0.0000319235,0.0001218066,0.0001507181],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934058,0.0003515444,0.00001749689,0.0001568617,0.0006803625,0.001299513,0.00002918174,0.00002592493,0.004033321],"genre_scores_gemma":[0.9861588,0.004754478,0.00004101391,0.00001597741,0.00007992444,0.00002361437,0.0022197,0.0001036003,0.006602915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2120935,"threshold_uncertainty_score":0.9999434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006969132807920798,"score_gpt":0.2687052838296473,"score_spread":0.2617361510217265,"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."}}