{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002414751,0.001268558,0.001641564,0.004844437,0.001281566,0.003019353,0.001647801,0.00386263,0.006281426],"category_scores_gemma":[0.004374899,0.0007528504,0.000819952,0.001002404,0.002466903,0.004256622,0.002488179,0.006496411,0.003171335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001699668,"about_ca_system_score_gemma":0.001334429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00111803,"about_ca_topic_score_gemma":0.000870576,"domain_scores_codex":[0.9990595,0.0002118369,0.0001284076,0.0001183167,0.0003135277,0.0001684289],"domain_scores_gemma":[0.9982357,0.0006854399,0.0001550502,0.0001067086,0.0004996488,0.000317392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004464439,0.0003380471,0.04225987,0.002243859,0.0002051242,0.1449046,0.0006477296,0.001188648,0.01150129,0.04147384,0.1859704,0.5688202],"study_design_scores_gemma":[0.00009049194,0.0001933865,0.01508608,0.003196642,0.0002253508,0.6423551,0.002367755,0.002319356,0.002321921,0.06826223,0.2634912,0.00009035689],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02206612,0.67056,0.04792567,0.163875,0.01197967,0.0003529542,0.0005135924,0.0006637056,0.08206334],"genre_scores_gemma":[0.3292844,0.4675612,0.06394513,0.04564143,0.07552039,0.0002886845,0.0009079478,0.0001538964,0.01669689],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006281426,"threshold_uncertainty_score":0.0210135,"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."}}