{"id":"W4405928108","doi":"10.2478/immunohematology-2024-022","title":"Weak and partial D phenotyping: a comparison study between molecular and serologic results","year":2024,"lang":"en","type":"article","venue":"Immunohematology","topic":"Blood groups and transfusion","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec","funders":"","keywords":"Serology; Virology; Computational biology; Medicine; Biology; Immunology; Antibody","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":[],"consensus_categories":[],"category_scores_codex":[0.0002334404,0.0001488316,0.0004879071,0.00009001062,0.00007012998,0.00003134802,0.00004470663,0.000136148,0.00001376647],"category_scores_gemma":[0.00004019721,0.0001175116,0.00003709555,0.0001195906,0.0001146952,0.00003804632,0.00006715912,0.0002811877,0.000019827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006934989,"about_ca_system_score_gemma":0.00002226895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009659578,"about_ca_topic_score_gemma":0.0000103013,"domain_scores_codex":[0.998889,0.00008085484,0.0003358187,0.0003773583,0.00009885517,0.0002181067],"domain_scores_gemma":[0.9995244,0.0001284778,0.00004124144,0.0002087265,0.00002177532,0.00007538506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003694486,0.002178264,0.8193633,0.001634504,0.003149814,0.004417025,0.01612934,0.000003609869,0.04003163,0.02733966,0.0009851691,0.08107317],"study_design_scores_gemma":[0.04285549,0.01705565,0.8174254,0.001447264,0.00711997,0.009945853,0.008304391,0.007174818,0.03212861,0.006315243,0.0484206,0.001806708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872496,0.008473056,0.0004409725,0.002419984,0.000135512,0.0004448862,0.000005437194,0.0001201404,0.0007104134],"genre_scores_gemma":[0.9995964,0.00006177204,0.000134543,0.00007103802,0.00004477473,0.00001816986,0.00001753824,0.00001726508,0.0000384909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07926647,"threshold_uncertainty_score":0.4791982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549022233760367,"score_gpt":0.3211571724594728,"score_spread":0.2956669501218691,"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."}}