{"id":"W4367605424","doi":"10.1164/ajrccm-conference.2023.207.1_meetingabstracts.a1294","title":"Inhaler Technique Maintenance in Patients With Uncontrolled Asthma Using a Maintenance and Reliever Digihaler System","year":2023,"lang":"en","type":"article","venue":"","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Teva Pharmaceuticals (Canada)","funders":"","keywords":"Inhaler; Asthma; Maintenance therapy; Medicine; Computer science; Internal medicine; Chemotherapy","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":[0.000206054,0.0002503812,0.0005865965,0.0002633332,0.0004507844,0.0003595748,0.0002043198,0.0004250428,0.0009964368],"category_scores_gemma":[0.0006804224,0.00008577714,0.000385516,0.0002102011,0.0001951852,0.0002385451,0.0002058772,0.00066062,0.0001425395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000285325,"about_ca_system_score_gemma":0.0003371949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009843,"about_ca_topic_score_gemma":0.002033765,"domain_scores_codex":[0.9998479,0.00002614557,0.00001879389,0.00002345254,0.00004537726,0.0000382843],"domain_scores_gemma":[0.9997237,0.00007683325,0.00006836598,0.0000143325,0.00001519669,0.0001014377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01871365,0.002705791,0.8135356,0.0002763451,0.0002812127,0.0111429,0.0005960913,0.0003297923,0.02284373,0.0002084942,0.001413105,0.1279534],"study_design_scores_gemma":[0.001104077,0.02094486,0.9585332,0.00006240708,0.0002927929,0.01288026,0.0004869954,0.001103351,0.002368857,0.00008567539,0.002116447,0.0000210094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964484,0.002134117,0.0001686519,0.0002099732,0.00003654725,0.00002171002,0.00004262144,0.00001325435,0.0009246438],"genre_scores_gemma":[0.9984503,0.0007371362,0.0001973512,0.0001472755,0.00006416001,0.00001086102,0.00007196781,0.000002546771,0.0003183728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009964368,"threshold_uncertainty_score":0.003333449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0079771820033281,"score_gpt":0.2207479605531882,"score_spread":0.2127707785498602,"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."}}