{"id":"W2144068138","doi":"10.1186/1710-1492-9-8","title":"Improper inhaler technique is associated with poor asthma control and frequent emergency department visits","year":2013,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":281,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Abdullah International Medical Research Center","keywords":"Inhaler; Asthma; Medicine; Emergency department; Checklist; Logistic regression; Dry-powder inhaler; Internal medicine; Emergency medicine; Pediatrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003297076,0.000244063,0.00054975,0.00008219515,0.0001347691,0.00001746246,0.00007409236,0.0004626926,0.001693874],"category_scores_gemma":[0.0001325092,0.0001646353,0.0001100592,0.0001029578,0.0002811225,0.0001093546,0.00007256275,0.0004631461,0.0001274358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003004707,"about_ca_system_score_gemma":0.00007515706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006790498,"about_ca_topic_score_gemma":0.0000526845,"domain_scores_codex":[0.9981052,0.000249464,0.0006839248,0.0004531453,0.0001567675,0.0003514719],"domain_scores_gemma":[0.9989249,0.0001160651,0.0002024671,0.0002538332,0.0003090944,0.0001936293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008311298,0.01046993,0.2918046,0.0002009824,0.03072442,0.00160878,0.00140069,0.000007613032,0.1695532,0.0041822,0.05555941,0.4261769],"study_design_scores_gemma":[0.01048708,0.005780894,0.9298384,0.0001398087,0.0001188439,0.0003580376,0.0001850209,0.0004240577,0.001633434,0.0001278574,0.05036954,0.0005369973],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920896,0.001930909,0.0002797229,0.003285312,0.0002147495,0.000837274,0.0000082406,0.00007621171,0.001277925],"genre_scores_gemma":[0.9919511,0.001394293,0.0001791219,0.004113812,0.0000917685,0.0001476968,0.00002493315,0.00002950298,0.002067758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6380339,"threshold_uncertainty_score":0.9992187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249160530940105,"score_gpt":0.275651047119608,"score_spread":0.263159441810207,"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."}}