{"id":"W4411466218","doi":"10.1016/j.bja.2025.03.040","title":"Sustainability assessment of perioperative patient warming devices: a comparative life cycle assessment and costing","year":2025,"lang":"en","type":"article","venue":"British Journal of Anaesthesia","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; University of British Columbia; University of British Columbia, Okanagan Campus","funders":"Mitacs","keywords":"Perioperative; Global warming; Sustainability; Life-cycle assessment; Environmental science; Activity-based costing; Blanket; Medicine; Climate change; Business; Production (economics); Surgery; Accounting; Ecology; Economics; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007419087,0.0001156206,0.0004050341,0.00005861033,0.0002377362,0.00007968109,0.0001249867,0.00004457666,0.0001262259],"category_scores_gemma":[0.0001159854,0.0001163674,0.0000602416,0.0002108863,0.0001795152,0.0003190333,0.0001075256,0.0002480959,5.238069e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005691699,"about_ca_system_score_gemma":0.0002880337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007388139,"about_ca_topic_score_gemma":0.0004365354,"domain_scores_codex":[0.9984408,0.0002053665,0.0006196791,0.0001671062,0.0003165583,0.0002504731],"domain_scores_gemma":[0.9990042,0.0001086922,0.0004459362,0.00008964954,0.0001461675,0.0002053954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007456391,0.0006857596,0.7186446,0.0003125073,0.00006744704,0.0003165869,0.007441499,0.003135907,0.0002946802,0.0003759391,0.00108858,0.2675619],"study_design_scores_gemma":[0.0006385349,0.0006689133,0.9804676,0.0006205256,0.00003695471,0.0001279255,0.01269719,0.003193029,0.00006187458,0.0002220282,0.001147034,0.0001183836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945528,0.0006997118,0.0003518352,0.001202327,0.00004234895,0.0002898932,0.000006526896,0.000005002936,0.002849568],"genre_scores_gemma":[0.9958501,0.0004238744,0.003104212,0.0005803892,0.00001601603,0.000005989741,0.000001327144,0.000005527341,0.00001253907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2674435,"threshold_uncertainty_score":0.4745326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02905835700507023,"score_gpt":0.3566091530468363,"score_spread":0.3275507960417661,"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."}}