{"id":"W4417206938","doi":"10.1016/j.jaip.2025.10.012","title":"Biomarker Suppression in Asthma: How Low Can You Go?","year":2025,"lang":"en","type":"editorial","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"Faculté de médecine et des sciences de la santé, Université de Sherbrooke; Fonds de Recherche du Québec - Santé","keywords":"Biomarker; MEDLINE; Biomarker discovery; Text mining","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":[0.01809814,0.004375961,0.007889025,0.00377311,0.003570555,0.0114205,0.004258445,0.02653681,0.008819412],"category_scores_gemma":[0.05608036,0.001737544,0.003530028,0.00165677,0.003569579,0.007204908,0.002403619,0.04101065,0.007790081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004045933,"about_ca_system_score_gemma":0.004450946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001741508,"about_ca_topic_score_gemma":0.004766404,"domain_scores_codex":[0.9891711,0.002920392,0.002144175,0.001076213,0.004091666,0.0005964906],"domain_scores_gemma":[0.9418565,0.02902586,0.00375381,0.001177847,0.0169218,0.007264261],"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":[0.0001227143,0.00002482995,0.00009718513,0.0008056058,0.00009439469,0.0001363091,0.00002225444,0.00002204809,0.00005770204,0.0003954577,0.9859186,0.01230288],"study_design_scores_gemma":[0.0005869563,0.0001682991,0.001041035,0.003428092,0.0005981975,0.0006995205,0.0001482858,0.0003807367,0.0002149586,0.002794947,0.9898564,0.00008268791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003191735,0.02091751,0.00008400605,0.06085185,0.9174582,0.00001203937,0.00002530429,0.00003414521,0.0005850095],"genre_scores_gemma":[0.0003511802,0.00806671,0.00009366011,0.03786097,0.9518878,0.00001777352,0.00001342801,0.00001947321,0.001688885],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02653681,"threshold_uncertainty_score":0.0957132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610275454340428,"score_gpt":0.3586267404763084,"score_spread":0.3425239859329042,"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."}}