{"id":"W4404105316","doi":"10.1183/13993003.congress-2024.pa438","title":"Phenotype and biomarkers in patients who initiated biologics therapy stratified by oral corticosteroid use in the International Severe Asthma Registry","year":2024,"lang":"en","type":"article","venue":"Epidemiology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Asthma; Medicine; Corticosteroid; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006250018,0.0001360793,0.0002921972,0.00009993163,0.0000240957,0.00001879925,0.0001119396,0.0001647049,0.00006082369],"category_scores_gemma":[0.001219732,0.00008037044,0.00004441007,0.0001551168,0.0001787214,0.00008653514,0.00003213908,0.0002527954,0.000007620438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004120269,"about_ca_system_score_gemma":0.00006236233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001067528,"about_ca_topic_score_gemma":0.00006484781,"domain_scores_codex":[0.9984665,0.0005347693,0.0004024242,0.0003036358,0.00007964612,0.0002130228],"domain_scores_gemma":[0.9987059,0.0009643177,0.00007340498,0.0001645939,0.00003188727,0.00005988058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005742454,0.0001438196,0.9653119,0.00001734917,0.00006456737,0.00007140486,0.0001226716,0.000003404208,0.000193692,0.0001718636,0.01342125,0.01990383],"study_design_scores_gemma":[0.001290118,0.0004538941,0.9797909,0.00008169415,0.000006987714,0.00001485116,0.0001380666,0.0004820993,0.00001065062,0.0003640158,0.01727324,0.00009351635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941086,0.002476223,0.00002093263,0.002530244,0.0002279923,0.000286835,0.00006714175,0.00002618945,0.0002558704],"genre_scores_gemma":[0.9924143,0.0003551113,0.00005894469,0.006757684,0.00004898782,0.00001937853,0.0002815555,0.00001003353,0.00005398736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01981031,"threshold_uncertainty_score":0.3277411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07685047370719127,"score_gpt":0.3402669878242038,"score_spread":0.2634165141170126,"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."}}