{"id":"W2147125973","doi":"10.4212/cjhp.v65i2.1118","title":"Evaluation of the Use of Inhaled Medications by Hospital Inpatients with Chronic Obstructive Pulmonary Disease","year":2012,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Providence Health Care","funders":"","keywords":"Inhaler; Medicine; COPD; Pulmonary disease; Emergency medicine; Intensive care medicine; Asthma; Internal medicine; Physical therapy","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":[0.001335943,0.000432536,0.0005177241,0.001455665,0.000763336,0.0008726045,0.0007879621,0.000647336,0.001770393],"category_scores_gemma":[0.00857337,0.000348062,0.0005482166,0.000968816,0.0005100389,0.0006194229,0.001183206,0.0009680082,0.0002999711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001114993,"about_ca_system_score_gemma":0.00110402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009367242,"about_ca_topic_score_gemma":0.01168971,"domain_scores_codex":[0.9977806,0.0005802697,0.0004817941,0.0001719711,0.0007086377,0.0002765764],"domain_scores_gemma":[0.9911864,0.001491021,0.00514205,0.0001835098,0.0009100313,0.001087009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003176671,0.00003183841,0.9985842,0.00001776801,0.00001440146,0.000101942,0.0001042266,0.00001660194,0.00005813556,0.000003004439,0.00007932992,0.0009569165],"study_design_scores_gemma":[0.000003779202,0.0001864631,0.9982645,0.00002949485,0.00001334258,0.0005001436,0.0006901753,0.0001339168,0.00007461347,0.000006572009,0.0000929931,0.000004046296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998691,0.0002927119,0.00003312421,0.0001148459,0.00000811123,0.00002555996,0.0002110385,0.000006343281,0.0006173424],"genre_scores_gemma":[0.9991949,0.0002544719,0.0001211221,0.00005384959,0.00001183335,0.00001367303,0.0002573863,0.000001486232,0.00009120697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009367242,"threshold_uncertainty_score":0.01862544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.034844703065557,"score_gpt":0.2856555067444739,"score_spread":0.2508108036789169,"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."}}