{"id":"W4409442301","doi":"10.1017/ash.2025.68","title":"Healthcare workers’ attitudes and practices around environmental sustainability in infection prevention","year":2025,"lang":"en","type":"article","venue":"Antimicrobial Stewardship & Healthcare Epidemiology","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Richmond Hospital","funders":"","keywords":"Personal protective equipment; Health care; Sustainability; Business; Healthcare worker; Infection control; Environmental health; Nursing; Medicine; Economic growth; Coronavirus disease 2019 (COVID-19); Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003207686,0.0003656193,0.001002825,0.0003826571,0.0002915609,0.00001790121,0.0001078112,0.0005085768,0.00002452094],"category_scores_gemma":[0.0008552579,0.0003687204,0.000156411,0.0003676224,0.000347326,0.0002334845,0.0002628447,0.0008782173,0.00001832611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001886676,"about_ca_system_score_gemma":0.0004325775,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02693215,"about_ca_topic_score_gemma":0.008488541,"domain_scores_codex":[0.9946596,0.001983646,0.001233164,0.001022976,0.0001576088,0.0009430205],"domain_scores_gemma":[0.9979233,0.0006474199,0.000565987,0.0005178062,0.00004083864,0.0003046316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005267073,0.0005128956,0.9334624,0.003319334,0.00006944009,0.0000336249,0.0002017704,0.00003486052,0.0001006243,0.0005860486,0.0007902717,0.06036205],"study_design_scores_gemma":[0.001197866,0.0009093381,0.9843424,0.0006408931,0.00006106582,0.00006441162,0.0009722049,0.00006864646,0.00004760764,0.001924865,0.009545282,0.0002253946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8353393,0.002525785,0.0002184646,0.159308,0.000400422,0.001906103,0.00001295268,0.00006956743,0.0002193676],"genre_scores_gemma":[0.9814751,0.004721154,0.000664926,0.01227398,0.0001301102,0.0001096879,0.0001623884,0.0000277198,0.0004349883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.147034,"threshold_uncertainty_score":0.9998765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05514177928226296,"score_gpt":0.4097008619950254,"score_spread":0.3545590827127625,"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."}}