{"id":"W2612830691","doi":"10.3389/fimmu.2017.00540","title":"Assessment of Spanish Panel Reactive Antibody Calculator and Potential Usefulness","year":2017,"lang":"en","type":"article","venue":"Frontiers in Immunology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Instituto de Salud Carlos III","keywords":"Calculator; Medicine; Population; Computer science; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.013548,0.0005671692,0.0004735809,0.002662233,0.0003011398,0.001421628,0.0007436682,0.000381687,0.002036037],"category_scores_gemma":[0.032223,0.0001420788,0.0006242209,0.002032065,0.0003441636,0.0004436494,0.000725946,0.0004574191,0.0005154079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424021,"about_ca_system_score_gemma":0.001827972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007550281,"about_ca_topic_score_gemma":0.004464716,"domain_scores_codex":[0.9915845,0.004553271,0.000694141,0.000821049,0.002103341,0.0002436146],"domain_scores_gemma":[0.9765204,0.0088138,0.004235371,0.001588721,0.008251571,0.0005901421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007206823,0.0001302147,0.8641442,0.0002649883,0.0002518591,0.0001066539,0.0005945849,0.001932875,0.0009838276,0.0006796792,0.004115452,0.126075],"study_design_scores_gemma":[0.0001978061,0.001112627,0.9285889,0.0005041275,0.0007101756,0.001439973,0.001269514,0.02408479,0.008485373,0.001268276,0.03224981,0.0000886226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9368157,0.002937358,0.02592819,0.001028228,0.000164153,0.0005286984,0.004057711,0.001069427,0.02747058],"genre_scores_gemma":[0.9774135,0.000528175,0.01919723,0.0002312215,0.00004961156,0.0002127603,0.001260715,0.0001169521,0.0009899576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.013548,"threshold_uncertainty_score":0.07164955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02197754069759281,"score_gpt":0.3212104837757737,"score_spread":0.2992329430781808,"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."}}