{"id":"W4416193245","doi":"10.1002/resp.70157","title":"Climate Change and Respiratory Care With Inhalers","year":2025,"lang":"en","type":"article","venue":"Respirology","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Greenhouse gas; Extreme weather; Storm; Global warming; Mist; Tropical cyclone; Air pollution","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001192828,0.0001248732,0.0002413358,0.0002757893,0.0001101224,0.000008361386,0.00004273015,0.0001631013,0.00004110692],"category_scores_gemma":[0.00002259199,0.00009376281,0.00003374135,0.0001924278,0.0001932979,0.00004746755,0.00005348862,0.0001854949,0.00003040029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003781966,"about_ca_system_score_gemma":0.00007835703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005241276,"about_ca_topic_score_gemma":0.00002456204,"domain_scores_codex":[0.9991475,0.00007372925,0.0001661197,0.0002658413,0.0000962698,0.0002504986],"domain_scores_gemma":[0.999482,0.00004028194,0.00004570976,0.0002373094,0.0001087194,0.00008599756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005529016,0.000230922,0.701614,0.002358725,0.0002993888,0.001460142,0.004014144,0.00001382235,0.01577539,0.01699401,0.003245662,0.2484648],"study_design_scores_gemma":[0.00974451,0.002586581,0.3815708,0.0006823703,0.0003801734,0.000187121,0.0020553,0.00008134485,0.007506371,0.0000503206,0.5946635,0.0004915626],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562045,0.004354004,0.00001551324,0.001536313,0.000141416,0.0004183563,0.000005130204,0.00008868665,0.03723606],"genre_scores_gemma":[0.9783463,0.0001363851,0.00008848045,0.02085001,0.0001465246,0.00005492309,0.000007276511,0.00001560673,0.0003545013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5914178,"threshold_uncertainty_score":0.3823536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02506528089400646,"score_gpt":0.2881577525069841,"score_spread":0.2630924716129776,"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."}}