{"id":"W2007487563","doi":"10.1016/j.tmrv.2005.04.003","title":"Transfusion Medicine in the Era of Genomics and Proteomics","year":2005,"lang":"en","type":"review","venue":"Transfusion Medicine Reviews","topic":"Blood groups and transfusion","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Transfusion medicine; Proteomics; Genomics; Personalized medicine; Medicine; Computational biology; Bioinformatics; Biology; Immunology; Blood transfusion; Genetics","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004676237,0.001175341,0.007719632,0.0006017376,0.0001498805,0.000008928509,0.000563674,0.0007708658,0.0006312448],"category_scores_gemma":[0.0002021365,0.0005709485,0.0008262029,0.001534564,0.0007475708,0.00009687033,0.00003570397,0.002615462,0.00002071782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001210635,"about_ca_system_score_gemma":0.0002906211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001401461,"about_ca_topic_score_gemma":0.000901276,"domain_scores_codex":[0.9925206,0.0009703091,0.003922406,0.001048259,0.0009533768,0.0005850228],"domain_scores_gemma":[0.9970275,0.0005487414,0.0007245793,0.001265808,0.0001134157,0.0003200219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009525123,0.0002584994,0.00003815686,0.04630322,0.00007143718,0.00004647428,0.002566542,1.003529e-7,0.0002096278,0.0001569084,0.0006172173,0.9496366],"study_design_scores_gemma":[0.003667552,0.001298968,0.000104948,0.1245561,0.005270605,0.0009759645,0.0002001725,0.000008860528,0.000005484705,0.0000403481,0.8634711,0.000399925],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007583942,0.9801019,0.0004410074,0.004767721,0.000279896,0.01191854,0.00002146359,0.00003922422,0.00167183],"genre_scores_gemma":[0.00001101673,0.9959126,0.001015717,0.00085817,0.001302448,0.0004540771,0.0002163432,0.0001300521,0.00009957102],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9492366,"threshold_uncertainty_score":0.9996855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0730459944422077,"score_gpt":0.3593555717317243,"score_spread":0.2863095772895166,"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."}}