{"id":"W3008700589","doi":"10.1136/thoraxjnl-2019-214315","title":"Green respiratory healthcare: need for proportionality","year":2020,"lang":"en","type":"article","venue":"Thorax","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Propellant; Inhaler; Intensive care medicine; Medical emergency; Asthma","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":[0.0002456754,0.00008739797,0.0001858134,0.00003515276,0.00008578917,0.000006697922,0.00004840409,0.00008063459,0.000133061],"category_scores_gemma":[0.0001176888,0.00007242445,0.0000936879,0.0001475406,0.00004642596,0.00004676575,0.00001811657,0.0001273523,0.0001147731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003858227,"about_ca_system_score_gemma":0.0002483118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001434949,"about_ca_topic_score_gemma":0.000002897639,"domain_scores_codex":[0.9991398,0.00004731632,0.0002529695,0.0001980776,0.0002085765,0.0001531959],"domain_scores_gemma":[0.9993123,0.0000252701,0.00007336113,0.0001462713,0.0002087365,0.0002340973],"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":[0.01158793,0.001052332,0.1354659,0.008350695,0.0005666795,0.0003877859,0.005777856,0.00006931972,0.1533665,0.05098794,0.4456082,0.1867789],"study_design_scores_gemma":[0.003660244,0.001262815,0.01894921,0.00007513124,0.000111331,0.00001553937,0.0003435868,0.00121226,0.01789293,0.000483375,0.9556403,0.0003532332],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7584192,0.001152892,0.004003285,0.2243384,0.0004841926,0.003126225,0.0001040276,0.0005867266,0.007785065],"genre_scores_gemma":[0.9338421,0.000003328059,0.0008399616,0.06306282,0.001103156,0.00004699465,0.00004553402,0.00002451182,0.001031557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5100322,"threshold_uncertainty_score":0.2953384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1109397497965108,"score_gpt":0.3529109200620741,"score_spread":0.2419711702655633,"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."}}