{"id":"W4402576071","doi":"10.1002/jhm.13493","title":"Lessons from patient safety to accelerate healthcare decarbonization","year":2024,"lang":"en","type":"article","venue":"Journal of Hospital Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"VA National Center for Patient Safety; Center for Innovations in Quality, Effectiveness and Safety; Agency for Healthcare Research and Quality; Health Services Research and Development; Commonwealth Fund; U.S. Department of Veterans Affairs","keywords":"Medicine; Patient safety; Health care; Intensive care medicine; Medical emergency; MEDLINE","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":[0.002800622,0.0002311394,0.0006511951,0.0003632091,0.000370767,0.00002499397,0.0002906524,0.0002340469,0.0007263814],"category_scores_gemma":[0.003916704,0.0001634919,0.0000899879,0.0007127127,0.00006478863,0.0005221957,0.0001224359,0.001808774,0.0002369301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000760612,"about_ca_system_score_gemma":0.001231375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002099362,"about_ca_topic_score_gemma":0.0004459027,"domain_scores_codex":[0.9947607,0.001368045,0.002045328,0.0003207717,0.0009764475,0.0005286898],"domain_scores_gemma":[0.9946892,0.002087495,0.0008545015,0.0003310986,0.001233412,0.0008043191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001379273,0.0005178351,0.07039557,0.00258426,0.0006069803,0.001628546,0.1962309,0.00005610685,0.001287956,0.01394824,0.2592866,0.4520778],"study_design_scores_gemma":[0.002631368,0.01180923,0.1413569,0.02100576,0.0003295682,0.00004355564,0.04908674,0.0002982852,0.0001607771,0.008229671,0.7643608,0.0006872585],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.462789,0.007417379,0.001476328,0.515183,0.01163449,0.0006304132,0.00005589216,0.00006816917,0.0007453031],"genre_scores_gemma":[0.9739568,0.001578681,0.0008686206,0.01911809,0.004212602,0.00002002696,0.00003069547,0.00005595034,0.0001584947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5111678,"threshold_uncertainty_score":0.7953367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4260863073431153,"score_gpt":0.5536868379883355,"score_spread":0.1276005306452203,"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."}}