{"id":"W4388193819","doi":"10.1183/13993003.congress-2023.pa2383","title":"Choice of Salbutamol Metered Dose Inhaler (MDI) type and use of a Spacer Impact Drug Delivery and Carbon Emissions","year":2023,"lang":"en","type":"article","venue":"","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Salbutamol; Inhaler; Metered-dose inhaler; Carbon footprint; Asthma; Medicine; Drug delivery; Greenhouse gas; Materials science; Nanotechnology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0006485432,0.0003775391,0.0002815464,0.0002470682,0.0001944303,0.0007440289,0.0003612544,0.0007307067,0.003320229],"category_scores_gemma":[0.0009811429,0.000140618,0.0003078153,0.0002211868,0.0003116035,0.0004219203,0.0002679686,0.0004420958,0.0006431319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003592916,"about_ca_system_score_gemma":0.0003807828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007216684,"about_ca_topic_score_gemma":0.0009926155,"domain_scores_codex":[0.9993823,0.0001403282,0.00004687003,0.0001110734,0.0002415728,0.00007785913],"domain_scores_gemma":[0.9991311,0.0004417962,0.0002755678,0.00002658733,0.00008619382,0.00003868755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001414128,0.0005728391,0.01574761,0.001166725,0.00008836123,0.0002740075,0.00004751563,0.002136913,0.9551869,0.0004265299,0.0007295678,0.02220885],"study_design_scores_gemma":[0.00008667642,0.007097736,0.03941234,0.0002331364,0.0002339063,0.0007490193,0.0002410939,0.005349968,0.9377304,0.0004309924,0.008348531,0.00008622075],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815053,0.006669266,0.004059082,0.0008940171,0.0001247363,0.0002113936,0.0009730719,0.0000476732,0.005515462],"genre_scores_gemma":[0.9909898,0.002530401,0.004740653,0.0003073741,0.00004301673,0.00007926616,0.0002429842,0.00001454942,0.001051924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003320229,"threshold_uncertainty_score":0.01110721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05252954022312594,"score_gpt":0.3243732054101625,"score_spread":0.2718436651870365,"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."}}