{"id":"W4323033776","doi":"10.1016/s2589-7500(23)00020-1","title":"Development and validation of an electronic daily control score for asthma (e-DASTHMA): a real-world direct patient data study","year":2023,"lang":"en","type":"article","venue":"The Lancet Digital Health","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Directorate-General for Communications Networks, Content and Technology; European Institute of Innovation and Technology; HORIZON EUROPE Framework Programme; Horizon 2020 Framework Programme; European Commission; GlaxoSmithKline; Mylan; Novartis; Conseil Régional Provence-Alpes-Côte d'Azur","keywords":"Asthma; Medicine; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02881005,0.0006181534,0.0006965619,0.001420061,0.0004753504,0.001534499,0.001204996,0.0008631398,0.001560973],"category_scores_gemma":[0.04772252,0.0003429459,0.0008615854,0.001417351,0.0009331955,0.0009072328,0.001588545,0.00078026,0.0009394725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007177137,"about_ca_system_score_gemma":0.001629784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001996738,"about_ca_topic_score_gemma":0.001958292,"domain_scores_codex":[0.9722777,0.01643759,0.003242652,0.002828671,0.004762898,0.0004505041],"domain_scores_gemma":[0.9501295,0.01859666,0.008806152,0.007540588,0.01315421,0.001772858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002633411,0.003769561,0.8998241,0.0008886853,0.001045579,0.0003132134,0.002096165,0.003687466,0.002998178,0.0009335653,0.005095967,0.07671405],"study_design_scores_gemma":[0.001206952,0.008456306,0.9542109,0.0004081936,0.0004193095,0.001086649,0.001195474,0.01267794,0.004515328,0.0005012487,0.01521373,0.0001078819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9432423,0.0004225069,0.03271077,0.0002766004,0.0001287831,0.01026108,0.009647963,0.0001971555,0.003113039],"genre_scores_gemma":[0.9252557,0.0002498137,0.04583393,0.0003802251,0.0001263519,0.01157474,0.01578402,0.00008199999,0.000713143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02881005,"threshold_uncertainty_score":0.1523639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06282727546248022,"score_gpt":0.3540528653601813,"score_spread":0.291225589897701,"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."}}