{"id":"W4394692620","doi":"10.4212/cjhp.3507","title":"How Patient-Centred Are Inhaler Device Choices? A Survey of Canadian Prescribers","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Manitoba; University of British Columbia","funders":"","keywords":"Inhaler; Medicine; Asthma; Family medicine; Pulmonary disease; COPD; Identification (biology); Confusion; Pharmacy; Psychology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.003645968,0.0001756672,0.0003864598,0.001238773,0.002863575,0.001616996,0.0009715294,0.001063677,0.002334443],"category_scores_gemma":[0.01686015,0.0004084177,0.0003861231,0.002965255,0.001148612,0.0009240373,0.0008430335,0.001158442,0.0002318267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02222516,"about_ca_system_score_gemma":0.02722397,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9242386,"about_ca_topic_score_gemma":0.9463691,"domain_scores_codex":[0.9952124,0.0007342684,0.0004884046,0.0003321965,0.002389727,0.0008429334],"domain_scores_gemma":[0.9828195,0.003361675,0.004734644,0.0002292042,0.004767707,0.004087316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001246065,0.0001201332,0.9547448,0.000284964,0.00003247971,0.0003550308,0.02167188,0.00009800008,0.0004324854,0.0001619035,0.005121272,0.01685253],"study_design_scores_gemma":[0.00001390004,0.0001119875,0.9637629,0.0002129556,0.00001520288,0.000251499,0.02978545,0.000251151,0.00007494834,0.00002682026,0.005457998,0.00003513187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901154,0.001186254,0.000070276,0.003682829,0.00001972728,0.00007431663,0.00117097,0.000007290921,0.003672996],"genre_scores_gemma":[0.9964805,0.001376515,0.0002481085,0.001027497,0.00001215073,0.00002688292,0.0003547132,0.000003736265,0.0004698816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07576138,"threshold_uncertainty_score":0.1612555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05053763525372779,"score_gpt":0.2713254706391721,"score_spread":0.2207878353854443,"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."}}