{"id":"W4415982136","doi":"10.1111/all.70141","title":"Decarbonising Respiratory Care: The Impact of a Low‐Carbon Salbutamol Pressurised Metered‐Dose Inhalers","year":2025,"lang":"en","type":"article","venue":"Allergy","topic":"Pharmacological Effects and Assays","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salbutamol; Asthma; Carbon footprint; Respiratory system; Bronchodilator; Adrenergic beta-Agonists","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090781,0.0003424692,0.0001973613,0.0003923465,0.0002145137,0.001113703,0.0004114482,0.0005395313,0.002266233],"category_scores_gemma":[0.001169154,0.00009140235,0.0005046906,0.0004884427,0.0003700148,0.0007601253,0.0007610368,0.000335678,0.0002061603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001533296,"about_ca_system_score_gemma":0.0009041714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007854566,"about_ca_topic_score_gemma":0.009528177,"domain_scores_codex":[0.999089,0.000319961,0.00005268424,0.0001082591,0.0002895462,0.0001406421],"domain_scores_gemma":[0.9992121,0.0002285919,0.0002124453,0.00004804038,0.000215547,0.00008306525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003700294,0.0009142733,0.4832062,0.003081347,0.000609824,0.0008918897,0.000551725,0.02475594,0.06580435,0.003261934,0.00300718,0.410215],"study_design_scores_gemma":[0.00008999871,0.005003564,0.9115502,0.0004999469,0.0004516937,0.0007270637,0.0017885,0.009756211,0.03640256,0.001279544,0.0323973,0.00005343457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838238,0.005074404,0.0009454421,0.001500141,0.0000499913,0.00007201308,0.0007330391,0.00003078456,0.007770375],"genre_scores_gemma":[0.9970981,0.0009592454,0.0008877854,0.0001951566,0.00001938367,0.00001211617,0.0001598046,0.000004074182,0.0006644207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007854566,"threshold_uncertainty_score":0.01561773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01569862990436086,"score_gpt":0.2829898810278377,"score_spread":0.2672912511234768,"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."}}