{"id":"W4313126944","doi":"10.1183/13993003.congress-2022.1952","title":"Maximizing the benefit from the Inhaler In Order to Minimize Carbon Footprint","year":2022,"lang":"en","type":"article","venue":"","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Metered-dose inhaler; Salbutamol; Carbon footprint; Inhaler; Medicine; Dry-powder inhaler; Airway; Footprint; Environmental science; Biomedical engineering; Anesthesia; Asthma; Internal medicine; Geology","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":[0.0005958212,0.0005383744,0.000541376,0.0002052193,0.0001719984,0.0007621806,0.0004047879,0.0008241044,0.003435548],"category_scores_gemma":[0.0009089329,0.00009964561,0.0003248707,0.0001880237,0.000210879,0.0006299138,0.0003670368,0.0003275652,0.0007564634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003768697,"about_ca_system_score_gemma":0.0004284504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006128621,"about_ca_topic_score_gemma":0.001025966,"domain_scores_codex":[0.9995247,0.0001073202,0.00002715742,0.0000637074,0.0002239112,0.00005316399],"domain_scores_gemma":[0.9996513,0.0001700532,0.00006641683,0.00003459126,0.00005791294,0.00001970533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002051568,0.0003670201,0.01040616,0.001128578,0.0001117196,0.0001994286,0.0000614883,0.02677328,0.8899015,0.001230953,0.001043787,0.0667245],"study_design_scores_gemma":[0.0002462887,0.009832016,0.05613386,0.0001369801,0.0003242929,0.0008577338,0.0003903975,0.05118179,0.8608607,0.002172559,0.01778466,0.00007877222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.944391,0.004333628,0.03653638,0.00133531,0.000138249,0.0002296795,0.0009663173,0.0002119433,0.01185753],"genre_scores_gemma":[0.978371,0.0008534198,0.01838134,0.0002053424,0.0000309346,0.00008125774,0.0001999061,0.00004277521,0.001834077],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003435548,"threshold_uncertainty_score":0.01149309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02103427749030287,"score_gpt":0.2482929998343819,"score_spread":0.227258722344079,"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."}}