{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00672989,0.0005045295,0.0005490094,0.00538818,0.0004633377,0.001615343,0.001121316,0.0004368432,0.002169874],"category_scores_gemma":[0.03167952,0.000382499,0.001505308,0.005903005,0.0006780169,0.001458778,0.001525937,0.0007457404,0.0002698651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002917178,"about_ca_system_score_gemma":0.001856468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007002897,"about_ca_topic_score_gemma":0.00715685,"domain_scores_codex":[0.9865673,0.00467344,0.003466461,0.0007251622,0.004005532,0.0005620678],"domain_scores_gemma":[0.9323156,0.01761007,0.04222117,0.00154572,0.005002266,0.001305194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002597974,0.000122867,0.9844412,0.000397418,0.0002872699,0.0002040241,0.0002340565,0.00139329,0.0002031684,0.0001808855,0.0005934951,0.01168272],"study_design_scores_gemma":[0.00002811865,0.0009419585,0.9872824,0.0003146728,0.000275078,0.001473942,0.0009365201,0.004979442,0.001493997,0.0002773016,0.001955749,0.00004083857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863901,0.00213267,0.002717879,0.0004532878,0.00002665726,0.000330499,0.005105561,0.00003785019,0.002805645],"genre_scores_gemma":[0.9939698,0.000618622,0.003483272,0.0001334541,0.00003721547,0.000138811,0.001366052,0.00001414918,0.0002386051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007002897,"threshold_uncertainty_score":0.03559148,"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."}}