{"id":"W4413141231","doi":"10.9745/ghsp-d-23-00398","title":"Disinfection of Neonatal Resuscitation Equipment in Resource-Limited Settings: Lessons From a Mixed-Methods Implementation Experience in Kenya","year":2025,"lang":"en","type":"article","venue":"Global Health Science and Practice","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"Laerdal Foundation for Acute Medicine; Cincinnati Children's Hospital Medical Center","keywords":"Medical emergency; Resuscitation; Medicine; Neonatal resuscitation; Environmental health; Intensive care medicine; Business; Emergency medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.003357843,0.00008167737,0.0001568718,0.0002223587,0.0002013097,0.00002976244,0.00009407448,0.00007901064,0.00003263228],"category_scores_gemma":[0.002099652,0.00007962136,0.00001276233,0.001659623,0.0002861678,0.00045543,0.00008082102,0.0001287346,0.000003639028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002724025,"about_ca_system_score_gemma":0.0005376816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004860971,"about_ca_topic_score_gemma":0.002368715,"domain_scores_codex":[0.9981972,0.0006267061,0.0004654477,0.000339323,0.0001123473,0.0002589805],"domain_scores_gemma":[0.9989501,0.0005108003,0.0002513143,0.0001225684,0.0001270086,0.00003823068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003996419,0.0001171104,0.02470653,0.00005466125,0.000006069821,9.349422e-7,0.004208031,0.00001428102,0.007629992,0.003975295,0.0006830894,0.9582044],"study_design_scores_gemma":[0.002100749,0.0002157097,0.8591263,0.0002690566,0.00001294389,0.00001840638,0.05382852,0.0001711567,0.003256106,0.00155325,0.07931726,0.0001305739],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495099,0.002037727,0.02718517,0.0157702,0.001721578,0.0006410658,0.0000400528,0.00003561354,0.003058671],"genre_scores_gemma":[0.9955712,0.0002154525,0.001396289,0.002705667,0.000007723386,0.00002103906,0.00007189064,0.000001539513,0.000009203703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9580738,"threshold_uncertainty_score":0.7348366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302683921566514,"score_gpt":0.4824837732835335,"score_spread":0.4494569340678684,"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."}}