{"id":"W7127450982","doi":"10.5281/zenodo.18465140","title":"INFECTION PREVENTION AND CONTROL COMPLIANCE AMONG HOSPITAL HEALTHCARE WORKERS: DETERMINANTS, INTERVENTIONS, AND PATIENT OUTCOMES, A SYSTEMATIC REVIEW","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Observational study; Psychological intervention; Infection control; Hygiene; Health care; Compliance (psychology); Patient safety; MEDLINE","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":[0.0006726678,0.0001516464,0.0004744502,0.0002262092,0.0009875988,0.0001991067,0.0001053109,0.00007496202,0.0002199697],"category_scores_gemma":[0.001723284,0.000141395,0.0001053027,0.0003476012,0.0001122644,0.0001944217,0.0002274819,0.0002679624,0.0001127121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002180807,"about_ca_system_score_gemma":0.000008717079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009876697,"about_ca_topic_score_gemma":0.00000669576,"domain_scores_codex":[0.9979879,0.0006152922,0.0006007465,0.0003494577,0.0002140497,0.0002325438],"domain_scores_gemma":[0.9984574,0.00004864692,0.0002640783,0.0003366786,0.0007400778,0.0001531056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.000236173,0.0007826164,0.05570566,0.7286459,0.0006250644,0.00004289184,0.0009602653,0.0000030089,0.00005616534,0.001665516,0.02182217,0.1894545],"study_design_scores_gemma":[0.005852109,0.003888306,0.5285307,0.4060356,0.001320895,0.0005941809,0.0009348929,0.001453979,0.00002763093,0.0003039669,0.05043916,0.0006186037],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7222409,0.122128,0.03327003,0.06003247,0.00195623,0.04729313,0.0004947928,0.003977691,0.008606741],"genre_scores_gemma":[0.9962575,0.002028103,0.00006587262,0.0009688775,0.00001577503,0.00000240072,0.0001356389,0.0002246843,0.000301148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.472825,"threshold_uncertainty_score":0.7595911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03981051838506785,"score_gpt":0.3354706158478811,"score_spread":0.2956600974628133,"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."}}