{"id":"W257335054","doi":"10.1016/j.humimm.2013.08.245","title":"170-P","year":2013,"lang":"en","type":"article","venue":"Human Immunology","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Human leukocyte antigen; Typing; Antigen; Medicine; Antibody; Histocompatibility Testing; Immunology; Biology; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003712652,0.00006707301,0.0001436061,0.00006689422,0.00004778686,0.000006897418,0.00004923035,0.00008225863,0.005820637],"category_scores_gemma":[0.000008470599,0.00005933151,0.00003526456,0.00004595789,0.00007728142,0.00003725299,0.000009711436,0.000105763,0.004047535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002056629,"about_ca_system_score_gemma":0.00001714573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008948294,"about_ca_topic_score_gemma":0.00000330446,"domain_scores_codex":[0.9994862,0.00002221999,0.00015165,0.0001164896,0.00006020365,0.0001632512],"domain_scores_gemma":[0.9996584,0.00002520579,0.00002658085,0.0002112862,0.00004545458,0.00003306848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002436118,0.0001262569,0.01781728,0.00009566849,0.0001301551,0.00004806509,0.0009413642,1.811367e-7,0.9521485,0.02118835,0.003900537,0.00357927],"study_design_scores_gemma":[0.002531011,0.0004655527,0.9266447,0.00008645283,0.0000756554,0.0007602475,0.0002649579,0.000010754,0.0538744,0.004225242,0.01088012,0.0001808946],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534474,0.0001743801,0.0002006234,0.0005414083,0.0001117807,0.0002523587,4.380901e-7,0.0000934913,0.0451781],"genre_scores_gemma":[0.9942197,0.00001882825,0.0006186951,0.0003037588,0.00004319812,0.0000434963,0.00002465444,0.00001319281,0.004714488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9088274,"threshold_uncertainty_score":0.9967279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989818963101221,"score_gpt":0.2727484188598485,"score_spread":0.2528502292288363,"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."}}