{"id":"W2790033481","doi":"10.1097/tp.0000000000002128","title":"Single-antigen Bead Assays to Define Unacceptable Antigen Mismatches?","year":2018,"lang":"en","type":"letter","venue":"Transplantation","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Antigen; Standardization; Predictive value; Bead; Immunology; Computer science; Computational biology; Medicine; Biology; Internal medicine; Materials science","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":[],"consensus_categories":[],"category_scores_codex":[0.004873123,0.0005846674,0.0006154431,0.0005120912,0.000945578,0.001761256,0.001105867,0.01611663,0.002470783],"category_scores_gemma":[0.01980853,0.0003185609,0.0004247906,0.0003127703,0.002419257,0.002116571,0.0007835339,0.01788539,0.004295456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001666028,"about_ca_system_score_gemma":0.0007635757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005432426,"about_ca_topic_score_gemma":0.001146175,"domain_scores_codex":[0.9967288,0.001233637,0.0004318144,0.0003453491,0.001014756,0.0002457127],"domain_scores_gemma":[0.9917659,0.005457722,0.0005557757,0.0003259084,0.001439833,0.0004549281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001568174,0.00009176823,0.003792041,0.0001663116,0.00002480271,0.007574928,0.0003855375,0.0002232659,0.00285778,0.01121503,0.8859588,0.08755287],"study_design_scores_gemma":[0.0001358832,0.0002344014,0.002451209,0.0003528063,0.00002967349,0.02501363,0.0007407331,0.001564741,0.005225006,0.04177835,0.9223811,0.00009231165],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001732675,0.005662852,0.002377411,0.9675556,0.01902424,0.00002698097,0.00003532243,0.00008652532,0.003498337],"genre_scores_gemma":[0.04290701,0.005228592,0.005220958,0.880383,0.05728453,0.0000911766,0.00006167694,0.0000701541,0.008752979],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01611663,"threshold_uncertainty_score":0.02577186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01807473868785794,"score_gpt":0.2649648769607209,"score_spread":0.2468901382728629,"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."}}