{"id":"W3156962771","doi":"10.4212/cjhp.v74i2.3098","title":"Hidden Costs of Multiple-Dose Products: Quantifying Ipratropium Inhaler Wastage in the Hospital Setting","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; Doctors of BC","keywords":"Inhaler; Medicine; Ipratropium bromide; Ipratropium; Metered-dose inhaler; Dry-powder inhaler; Emergency medicine; Medical emergency; Intensive care medicine; Bronchodilator; Asthma; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0009601066,0.0001643009,0.0002950451,0.0002091546,0.0002011309,0.00007201901,0.0003109313,0.0000442714,0.0001174421],"category_scores_gemma":[0.0008303124,0.0001003587,0.0001643784,0.0004841794,0.0001840522,0.0002574295,0.00002781362,0.0007621867,0.0000137285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002315262,"about_ca_system_score_gemma":0.002212438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001464369,"about_ca_topic_score_gemma":0.00291219,"domain_scores_codex":[0.9981762,0.0002699695,0.0006281421,0.0001546665,0.0004221156,0.0003488702],"domain_scores_gemma":[0.998201,0.000157615,0.0003846081,0.0002832169,0.0007216195,0.0002519345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007507371,0.002010469,0.6737155,0.0008160482,0.001296159,0.03649108,0.09436018,0.0005858299,0.05403414,0.001403036,0.07968642,0.0548504],"study_design_scores_gemma":[0.04298212,0.004076854,0.375028,0.005144601,0.001857243,0.008574449,0.1247538,0.002775908,0.2873346,0.0002070506,0.1447378,0.002527575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962315,0.002387906,0.000003946842,0.03322166,0.001086537,0.0003670208,0.00001732241,0.000004767379,0.0005958219],"genre_scores_gemma":[0.9972563,0.00006301298,0.0001423787,0.001728447,0.0006521075,0.000003046232,0.000007324981,0.00002447452,0.0001229527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2986875,"threshold_uncertainty_score":0.4092507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03407714466750307,"score_gpt":0.3001716430187633,"score_spread":0.2660944983512603,"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."}}