{"id":"W2555503952","doi":"10.4187/respcare.04853","title":"Culturally Specific Evaluation of Inhaler Techniques in Asthma","year":2016,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health; University of British Columbia; Centre for Advancing Health Outcomes","funders":"Canadian Institutes of Health Research; University of British Columbia","keywords":"Medicine; Inhaler; Psychological intervention; Context (archaeology); Asthma; Ethnic group; Family medicine; Physical therapy; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005639119,0.0001224284,0.0002217209,0.0002635926,0.00002673309,0.000005390337,0.00006868405,0.0001419767,0.0004717327],"category_scores_gemma":[0.0001144509,0.00007664334,0.00009022741,0.0002262565,0.00008206243,0.0001207723,0.00002391083,0.00009767268,0.0000674522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003310748,"about_ca_system_score_gemma":0.0002548254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000225346,"about_ca_topic_score_gemma":0.00001301147,"domain_scores_codex":[0.998475,0.0001763538,0.0003703082,0.0002268976,0.0006006644,0.0001507644],"domain_scores_gemma":[0.9985843,0.00003017522,0.0001104436,0.000300078,0.0009089338,0.00006605076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001203066,0.00006807757,0.01986908,0.0001003169,0.00001508447,0.0000300199,0.000757672,0.000004337819,0.646274,0.0001961721,0.002182677,0.3303823],"study_design_scores_gemma":[0.002602529,0.0002693784,0.05302523,0.0006290643,0.00002950395,0.000009593103,0.000902142,0.000002920804,0.78986,0.00001931147,0.152455,0.0001953687],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777578,0.00212509,0.00002867079,0.0001337259,0.0001055309,0.0005665185,0.0000103139,0.00006158897,0.0192108],"genre_scores_gemma":[0.9990245,0.00003172254,0.0001465086,0.0004032484,0.0001717567,0.00003618102,0.000006589662,0.00001738572,0.0001620875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3301869,"threshold_uncertainty_score":0.5165142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04060413248458244,"score_gpt":0.3185807271289943,"score_spread":0.2779765946444118,"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."}}