{"id":"W4221059418","doi":"10.1111/vox.13271","title":"Weak D type 42: Antigen density and risk of alloimmunization in the province of Québec","year":2022,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood groups and transfusion","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec; Université de Sherbrooke","funders":"","keywords":"Flow cytometry; Antigen; Medicine; Retrospective cohort study; Red Cell; Antibody; Pregnancy; Relative risk; Internal medicine; Gastroenterology; Obstetrics; Immunology; Andrology; Biology; Confidence interval; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002785202,0.00004269772,0.0001242739,0.00004456984,0.00005473407,0.000001576732,0.00005690889,0.00002002463,0.00006181551],"category_scores_gemma":[0.00005267532,0.000030567,0.00002236884,0.000197439,0.00004277434,0.00001519886,0.00003512897,0.0001135217,5.862381e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009781073,"about_ca_system_score_gemma":0.00009068177,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01605084,"about_ca_topic_score_gemma":0.005201878,"domain_scores_codex":[0.9995081,0.00007897505,0.0001338812,0.00008002766,0.000143157,0.00005581638],"domain_scores_gemma":[0.9996695,0.00004687221,0.00006284095,0.0001697755,0.00003902443,0.00001200446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001940223,0.0002399311,0.9802296,0.00006260895,0.00003634276,0.00001116923,0.003036041,0.00001069685,0.009780504,0.0002523019,0.0002876517,0.005859172],"study_design_scores_gemma":[0.0007470204,0.0004668459,0.9887895,0.00002239311,0.00008247339,0.00001703208,0.001106244,0.0001134483,0.003717546,0.000042068,0.004856279,0.00003915803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974057,0.001122991,0.00002023893,0.0003630919,0.00003249398,0.000209651,0.000007999442,0.000005745266,0.0008320533],"genre_scores_gemma":[0.9993593,0.0003565759,0.0001109099,0.00006130313,0.00001176793,0.00000266418,0.000009750921,0.000005483234,0.00008220681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01084896,"threshold_uncertainty_score":0.9905013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00785915067100197,"score_gpt":0.225184332021142,"score_spread":0.21732518135014,"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."}}