{"id":"W4220804864","doi":"10.3389/fimmu.2022.852937","title":"Primary Immunodeficiencies and Hematologic Malignancies: A Diagnostic Approach","year":2022,"lang":"en","type":"article","venue":"Frontiers in Immunology","topic":"Immunodeficiency and Autoimmune Disorders","field":"Immunology and Microbiology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Children's Hospital","funders":"Alberta Children's Hospital Foundation; Children's Hospital Foundation","keywords":"Medicine; Hematologic Neoplasms; Primary immunodeficiency; Primary (astronomy); Pediatrics; Immunology; Oncology; Pathology; Cancer; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0007247158,0.0003675978,0.0007633354,0.0005756624,0.0009718417,0.00002392707,0.000811176,0.0002553094,0.0002544372],"category_scores_gemma":[0.0002661198,0.0003764747,0.0001271606,0.0006880873,0.001217445,0.0001595923,0.000878821,0.001041319,0.00004035691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002364888,"about_ca_system_score_gemma":0.0001501004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001603773,"about_ca_topic_score_gemma":7.309412e-7,"domain_scores_codex":[0.9969558,0.0006675345,0.0006300239,0.0006900394,0.00008867165,0.0009679168],"domain_scores_gemma":[0.9988562,0.0003152569,0.0002157805,0.000572231,0.00003310088,0.000007404246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003141189,0.008094653,0.1310754,0.000599796,0.001926197,0.000382381,0.04179992,0.003058944,0.6279944,0.05346433,0.02091091,0.1075519],"study_design_scores_gemma":[0.0180639,0.002550283,0.3167263,0.0001354482,0.0002655629,0.006413042,0.1558225,0.000422515,0.006297204,0.01263781,0.4767882,0.003877311],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.635781,0.3547884,0.001671474,0.0001899886,0.002770212,0.0005208113,0.00003542559,0.0001506496,0.004091937],"genre_scores_gemma":[0.9953642,0.001410873,0.0006170672,0.0004421386,0.000002001628,0.0005399319,0.0002252896,0.00003401607,0.001364497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6216972,"threshold_uncertainty_score":0.9998687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006181941906584637,"score_gpt":0.1833477243699056,"score_spread":0.1771657824633209,"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."}}