{"id":"W4391533627","doi":"10.1016/j.jclepro.2024.141126","title":"Life cycle assessment of medical oxygen","year":2024,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Life-cycle assessment; Environmental science; Oxygen; Greenhouse gas; Waste management; Environmental engineering; Production (economics); Chemistry; Engineering; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001431852,0.00005470157,0.0001309403,0.00006193762,0.00003205161,0.00001757887,0.0001149539,0.00005246011,0.003232386],"category_scores_gemma":[0.0002940456,0.00003979299,0.00005389411,0.0001435534,0.00005513333,0.0002791393,0.00004499108,0.0002262658,0.00004548652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001205506,"about_ca_system_score_gemma":0.00009697007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003652467,"about_ca_topic_score_gemma":0.00001662179,"domain_scores_codex":[0.9985327,0.00004186493,0.0003725374,0.0001019205,0.0008252625,0.0001257531],"domain_scores_gemma":[0.9994619,0.00002448909,0.0001521555,0.00009195931,0.0000187005,0.0002508048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001117363,0.0005931627,0.01910788,0.0006619699,0.00009071646,0.0001449526,0.003594926,0.01239063,0.0204502,0.0002847015,0.5474285,0.3951406],"study_design_scores_gemma":[0.001099366,0.001733201,0.500106,0.001869067,0.0002057995,0.001841978,0.001979508,0.0227664,0.007256072,0.004363178,0.4563177,0.0004617356],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537371,0.0004358222,0.0001978707,0.04158888,0.001566625,0.00007446056,0.000001151405,0.0000120471,0.002386072],"genre_scores_gemma":[0.9970248,0.000961206,0.0003438845,0.00035606,0.001104532,7.258668e-7,7.560191e-7,0.00000874696,0.000199298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4809982,"threshold_uncertainty_score":0.9976788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04491324672840801,"score_gpt":0.3719536152087688,"score_spread":0.3270403684803608,"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."}}