{"id":"W2921364023","doi":"10.1111/tan.13516","title":"Portuguese calculated panel reactive antibodies online estimator","year":2019,"lang":"en","type":"article","venue":"HLA","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Calculator; Concordance; Medicine; Transplantation; Estimator; Statistics; Computer science; Internal medicine; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002379482,0.00009946641,0.0002070976,0.00004795067,0.0000189664,0.000004670802,0.0000253124,0.00004558558,0.000245191],"category_scores_gemma":[0.00001125879,0.00006957101,0.00006931803,0.00007155713,0.00001724053,0.00005025987,0.000006136912,0.00007434764,0.0004424987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002290608,"about_ca_system_score_gemma":0.00003032987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008663819,"about_ca_topic_score_gemma":0.000003844941,"domain_scores_codex":[0.9994399,0.000009369809,0.0001331749,0.0001494163,0.0001427348,0.00012541],"domain_scores_gemma":[0.9996402,0.00003464426,0.0000414615,0.0001543311,0.00004921378,0.00008012025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004043708,0.0005818672,0.9761131,0.0002749983,0.0003918179,0.000890904,0.0003418207,0.00001877893,0.01653183,0.0004689539,0.0001400714,0.003841495],"study_design_scores_gemma":[0.002197924,0.000148285,0.9927549,0.000256802,0.0001360152,0.0001616623,0.00008598796,0.0003628804,0.003199288,0.00003223638,0.000575219,0.0000887839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931918,0.0001538346,0.00003939705,0.0002557553,0.000119217,0.0002401636,0.00005403842,0.00006128629,0.005884519],"genre_scores_gemma":[0.990729,0.0001180474,0.001321954,0.000241917,0.00002855421,0.000002665303,0.0004554932,0.00001438935,0.007088003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01664182,"threshold_uncertainty_score":0.5687572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03851569414677952,"score_gpt":0.3238752321789001,"score_spread":0.2853595380321206,"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."}}