{"id":"W4414873575","doi":"10.58931/crt.2025.1213","title":"The Air We Share: Guiding Inhaler Selection Today for a Sustainable Tomorrow","year":2025,"lang":"en","type":"article","venue":"Canadian Respirology Today","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Greenhouse gas; Carbon footprint; Inhaler; Health care; Per capita; Climate change","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006590536,0.0001726081,0.0002447484,0.0005073941,0.00100545,0.00004126858,0.0001672746,0.0003147999,0.0002310148],"category_scores_gemma":[0.0007970012,0.0001329274,0.0001292247,0.0005094766,0.0001361349,0.00008223795,0.00003150633,0.0002247277,0.00004975918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006440803,"about_ca_system_score_gemma":0.002074556,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002940963,"about_ca_topic_score_gemma":0.03637539,"domain_scores_codex":[0.9983516,0.0001130373,0.0003186536,0.0003341145,0.0001055089,0.000777067],"domain_scores_gemma":[0.9985812,0.0002524711,0.00006833547,0.0003154991,0.0004807359,0.000301778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005384797,0.00003947905,0.006304722,0.0002233646,0.0002229339,0.0002455808,0.0003252043,0.0001464479,0.002111813,0.05329677,0.9194683,0.01707688],"study_design_scores_gemma":[0.0009763602,0.0001668196,0.002578535,0.00004141083,0.00007039477,0.00003605752,0.0004371117,0.0006413648,0.001839871,0.0004036789,0.9926808,0.0001276335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4358464,0.007484866,0.001621383,0.3582798,0.003012872,0.005937624,0.00005577922,0.0004290818,0.1873322],"genre_scores_gemma":[0.8071948,0.00005249461,0.00009246306,0.0303932,0.0003566717,0.0002802147,0.00002464999,0.00003099815,0.1615746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3713484,"threshold_uncertainty_score":0.9812083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0166527073160886,"score_gpt":0.2708777107887336,"score_spread":0.254225003472645,"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."}}