{"id":"W4387114397","doi":"10.4212/cjhp.3405","title":"Hiding in Plain Sight: Quantifying Salbutamol and Ipratropium Inhaler Wastage in Hospitals","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Surrey Memorial Hospital","funders":"","keywords":"Ipratropium; Salbutamol; Medicine; Inhaler; Metered-dose inhaler; Asthma; Anesthesia; Emergency medicine; Bronchodilator; 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":[0.002168726,0.0002697879,0.0002352432,0.002446904,0.0004419684,0.001416125,0.0006819349,0.000424517,0.001074944],"category_scores_gemma":[0.01094934,0.0002505809,0.0002682991,0.003439476,0.0004815561,0.0007203079,0.001082778,0.0003809663,0.0002208006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002867243,"about_ca_system_score_gemma":0.001819281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06246931,"about_ca_topic_score_gemma":0.07667702,"domain_scores_codex":[0.9967695,0.0008535612,0.0006587128,0.0002393758,0.001041446,0.0004372801],"domain_scores_gemma":[0.9868131,0.002780835,0.007767165,0.0003056241,0.001696003,0.0006373785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007186455,0.00002532815,0.9932529,0.00006766894,0.00002905576,0.00007361529,0.0004570549,0.0001775584,0.0002878376,0.00001939927,0.0002244496,0.005313187],"study_design_scores_gemma":[0.000001913403,0.0001404079,0.9968625,0.00004088907,0.00001523596,0.0001795146,0.001629334,0.0003592094,0.0003224079,0.00001864487,0.0004226658,0.000007311303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971239,0.0003983716,0.0003541431,0.000170549,0.000004779169,0.00004548598,0.000772036,0.0000123219,0.001118458],"genre_scores_gemma":[0.9986376,0.0002332315,0.0004791014,0.00008307285,0.000007508375,0.00002251425,0.0003389464,0.000003172613,0.0001948134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06246931,"threshold_uncertainty_score":0.1242114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715313868032492,"score_gpt":0.3126856345517372,"score_spread":0.2755324958714123,"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."}}