{"id":"W4410948849","doi":"10.58931/cait.2025.5181","title":"An Update on Biologics in Pediatric Asthma: A Canadian Perspective","year":2025,"lang":"en","type":"article","venue":"Canadian allergy & immunology today.","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Perspective (graphical); Asthma; Medicine; Intensive care medicine; Computer science; Internal medicine; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001316756,0.0002776686,0.0003853891,0.002001541,0.0002302261,0.00002158104,0.0003072929,0.0004482419,0.0006205228],"category_scores_gemma":[0.0001823461,0.0002627624,0.0001056296,0.0007742851,0.0002108748,0.00006809431,0.00002201823,0.0005342687,0.0002670837],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001880864,"about_ca_system_score_gemma":0.007366676,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6877367,"about_ca_topic_score_gemma":0.9773828,"domain_scores_codex":[0.9980164,0.0001609805,0.0002779557,0.0005648583,0.00007957886,0.000900189],"domain_scores_gemma":[0.9983226,0.00003944983,0.00004863665,0.0005767689,0.0001560378,0.0008564873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002057524,0.001574915,0.5049611,0.00009915693,0.001718729,0.0168571,0.002901017,0.0005494776,0.00109741,0.3249695,0.07691249,0.06630156],"study_design_scores_gemma":[0.001353939,0.0006199771,0.7255101,0.000042121,0.00002897702,0.00002855911,0.001668346,0.00003480899,0.00004144706,0.0007497601,0.2696238,0.0002982389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9199827,0.007985555,0.000003960536,0.01361501,0.0006992564,0.0004619755,0.00009932437,0.00007771546,0.05707445],"genre_scores_gemma":[0.9852883,0.0005660603,0.00003359251,0.01276809,0.0001423778,0.00004619059,0.0001013048,0.00002530111,0.001028829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3242197,"threshold_uncertainty_score":0.9999825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006312619620735954,"score_gpt":0.2530164005613372,"score_spread":0.2467037809406012,"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."}}