{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08349568,0.0009793073,0.001616094,0.002238859,0.005660563,0.01909893,0.005229772,0.0157968,0.07036415],"category_scores_gemma":[0.1922815,0.0008033476,0.001988927,0.002468659,0.01979689,0.03641474,0.01967271,0.03207757,0.01238738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01377167,"about_ca_system_score_gemma":0.04496931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009554994,"about_ca_topic_score_gemma":0.0118336,"domain_scores_codex":[0.9473171,0.01922643,0.00273275,0.006000592,0.01988146,0.004841547],"domain_scores_gemma":[0.820547,0.08611235,0.006466044,0.01736145,0.0348816,0.03463149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007511234,0.0001100979,0.001346426,0.0006894071,0.00005212848,0.0001798562,0.0009282765,0.0003740667,0.0001986309,0.2601604,0.5888838,0.1470018],"study_design_scores_gemma":[0.00005255436,0.00008311427,0.0010095,0.001537939,0.00001617983,0.0003133028,0.001105477,0.0003556659,0.0001202558,0.1499576,0.8453884,0.00006014617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005580791,0.008497594,0.004146311,0.9559144,0.007207112,0.00006484035,0.0001018305,0.0002234978,0.02328642],"genre_scores_gemma":[0.0807714,0.02836383,0.02568954,0.8125698,0.0256189,0.0005958324,0.0003596921,0.0008629214,0.02516817],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08349568,"threshold_uncertainty_score":0.4415726,"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."}}