{"id":"W4413946434","doi":"10.1001/jama.2025.11814","title":"Greenhouse Gas Emissions Related to Inhalers","year":2025,"lang":"en","type":"article","venue":"JAMA","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Greenhouse gas","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":[0.0002832464,0.0003782998,0.0001567306,0.0007769642,0.0002758603,0.000431648,0.0003005616,0.0006696236,0.004458362],"category_scores_gemma":[0.00122189,0.0001063495,0.000619559,0.0009580111,0.0001786058,0.0003083745,0.0003414555,0.0007233429,0.0007678866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009899918,"about_ca_system_score_gemma":0.0008060445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02298014,"about_ca_topic_score_gemma":0.01940871,"domain_scores_codex":[0.9993949,0.0001153181,0.00002528162,0.00006368929,0.0003117617,0.00008902756],"domain_scores_gemma":[0.9993463,0.0002141812,0.0001416074,0.00003462942,0.0002118852,0.00005125946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004212726,0.0007783142,0.5345021,0.003042812,0.001407489,0.002934262,0.0004287709,0.02723866,0.04345492,0.006442276,0.1435958,0.231962],"study_design_scores_gemma":[0.0001550841,0.001054396,0.7688123,0.0005887268,0.0005100709,0.001092563,0.0007630184,0.005565622,0.03133353,0.002703509,0.1873742,0.00004697422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7087421,0.03259619,0.003599647,0.01843882,0.004960521,0.0002575625,0.05087713,0.0005320822,0.179996],"genre_scores_gemma":[0.9465506,0.02150686,0.0008543753,0.001613441,0.00155288,0.00007274097,0.009752189,0.00005711351,0.01803979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02298014,"threshold_uncertainty_score":0.04569274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124335797455468,"score_gpt":0.2880591217166033,"score_spread":0.2756255419710565,"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."}}