{"id":"W4404789178","doi":"10.1016/j.jaci.2024.11.025","title":"Cytokine testing and challenges for diagnostic and clinical monitoring use","year":2024,"lang":"en","type":"editorial","venue":"Journal of Allergy and Clinical Immunology","topic":"Advanced Biosensing Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Cytokine; Medicine; Diagnostic test; Intensive care medicine; Immunology; Pediatrics","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":[0.02677315,0.003348965,0.00422896,0.003481599,0.002198713,0.01023755,0.003778769,0.02165664,0.005314191],"category_scores_gemma":[0.05910113,0.001736536,0.002503405,0.001136008,0.005289592,0.007266976,0.002630124,0.03190765,0.005372308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003546569,"about_ca_system_score_gemma":0.005276374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001568344,"about_ca_topic_score_gemma":0.004279033,"domain_scores_codex":[0.9816341,0.003611805,0.002618218,0.00170417,0.009791236,0.000640483],"domain_scores_gemma":[0.9200896,0.04040688,0.002948724,0.001820072,0.02852466,0.006210042],"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":[0.00009393744,0.00002143073,0.00006080532,0.0003550374,0.00003452102,0.0001709398,0.00002060503,0.00007149499,0.0002248869,0.001223809,0.9733043,0.0244182],"study_design_scores_gemma":[0.00007397903,0.00006378777,0.0003022387,0.0004303725,0.00006298051,0.0003926234,0.00004055329,0.0004138416,0.000248107,0.003389337,0.9945461,0.0000361036],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004509278,0.01860704,0.0005725884,0.07245386,0.9072712,0.0000138715,0.00002891547,0.00006457007,0.0009429232],"genre_scores_gemma":[0.0004770649,0.008263959,0.0004762386,0.03323597,0.9536675,0.00001841125,0.00001785159,0.00002940791,0.003813629],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02677315,"threshold_uncertainty_score":0.1415916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06630932762334756,"score_gpt":0.386358026982745,"score_spread":0.3200486993593974,"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."}}