{"id":"W7082158426","doi":"10.1016/j.humimm.2025.111389","title":"ABO genotyping under construction: three different typing methods, three different results","year":2025,"lang":"en","type":"article","venue":"Human Immunology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Biodiversity Monitoring Institute; Workers Compensation Board of Alberta; University of Alberta","funders":"","keywords":"ABO blood group system; Genotyping; Typing; Genotype; Blood typing","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01048695,0.002046718,0.001709224,0.002316305,0.001193764,0.002851769,0.001780418,0.002941013,0.003173895],"category_scores_gemma":[0.01840416,0.001308004,0.002464424,0.001671869,0.001553554,0.0009465326,0.002015491,0.002713612,0.003431037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007485785,"about_ca_system_score_gemma":0.0009779941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00166798,"about_ca_topic_score_gemma":0.002171191,"domain_scores_codex":[0.9698631,0.01146621,0.002734669,0.006976211,0.00595594,0.003003749],"domain_scores_gemma":[0.9838699,0.006128958,0.001259693,0.005262625,0.002505803,0.0009731564],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007307032,0.001058388,0.1567395,0.00109075,0.001186044,0.0005390005,0.002415751,0.001165369,0.6539116,0.00276123,0.003768069,0.1680573],"study_design_scores_gemma":[0.0004109117,0.001538859,0.1308511,0.0002725615,0.002583916,0.00225302,0.0006075395,0.004667748,0.8230926,0.003183981,0.03025876,0.0002789866],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5382069,0.002090694,0.434006,0.001380763,0.001345059,0.001649342,0.005742189,0.002071879,0.0135071],"genre_scores_gemma":[0.488124,0.0009436307,0.4882996,0.002365791,0.0002965397,0.002352201,0.008077623,0.001248578,0.008292045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.989513,"threshold_uncertainty_score":0.05546099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03282681194853034,"score_gpt":0.29592980970209,"score_spread":0.2631029977535597,"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."}}