{"id":"W4413020622","doi":"10.1001/jamanetworkopen.2025.25355","title":"Modeled Carbon Footprint of Change of Sterile Gloves and Instruments for Abdominal Wound Closure","year":2025,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Surgical site infection prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Carbon footprint; Randomized controlled trial; Medicine; Footprint; Intervention (counseling); Greenhouse gas; Environmental science; Surgery; Geography; Nursing; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006838053,0.001288011,0.001413366,0.0009178306,0.0002714441,0.001665525,0.001857206,0.00177811,0.00835762],"category_scores_gemma":[0.0129759,0.0006983934,0.003690273,0.001033831,0.0008368523,0.001260606,0.0009062466,0.001549975,0.0004302994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004081777,"about_ca_system_score_gemma":0.002945521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02258073,"about_ca_topic_score_gemma":0.0110185,"domain_scores_codex":[0.9968226,0.002267147,0.00007667213,0.0003580389,0.0001464574,0.0003291797],"domain_scores_gemma":[0.9919152,0.006415181,0.0008176875,0.0002051974,0.0004304333,0.0002163129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002223135,0.0002217204,0.01104674,0.0004004872,0.0007035616,0.00005926043,0.00003764603,0.9744917,0.0003021756,0.004544819,0.0008212485,0.005147428],"study_design_scores_gemma":[0.001480118,0.002498746,0.01429386,0.0003198063,0.002087852,0.00009802283,0.0002311268,0.9628519,0.0007922676,0.01147337,0.003791559,0.00008129766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9215534,0.003087391,0.04536861,0.002760679,0.0003068392,0.001489814,0.01383527,0.0002020473,0.01139602],"genre_scores_gemma":[0.9880044,0.0004955229,0.006436505,0.0003030582,0.00001772898,0.0008007476,0.001547463,0.00001716264,0.00237728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02258073,"threshold_uncertainty_score":0.04489863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06378917168957415,"score_gpt":0.3488099451189471,"score_spread":0.2850207734293729,"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."}}