{"id":"W7127417471","doi":"10.5281/zenodo.18465139","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":"Open MIND","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":[0.0005899391,0.0001773778,0.0008715829,0.0001148988,0.0001759249,0.00009871418,0.00006484062,0.00009865496,0.0000601116],"category_scores_gemma":[0.0006152318,0.0001484872,0.0001338201,0.0001864189,0.00006040585,0.000242422,0.00009608086,0.0002034937,0.00001662289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000149667,"about_ca_system_score_gemma":0.0001019656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005676863,"about_ca_topic_score_gemma":0.0008444529,"domain_scores_codex":[0.9981425,0.0003250329,0.00084217,0.0003573602,0.0001398886,0.0001930717],"domain_scores_gemma":[0.9987968,0.0001193224,0.0003925259,0.0003193629,0.000250417,0.0001215675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000481365,0.000157129,0.7540383,0.1794288,0.0001591885,0.00001212163,0.0001335949,1.910714e-7,0.000001896981,0.00001587981,0.0001605786,0.06584418],"study_design_scores_gemma":[0.002393546,0.0008723111,0.5051613,0.4893255,0.0009576182,0.00005980231,0.0002657877,0.0002722132,0.00001152444,0.00004372862,0.0004592259,0.0001774076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8904075,0.07391077,0.001134451,0.01223921,0.0008203709,0.02097447,0.00003765098,0.00002036256,0.0004552015],"genre_scores_gemma":[0.9959204,0.001348666,0.0003727738,0.0009256024,0.00000951056,0.0006810496,0.00001348992,0.00001158497,0.0007169914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3098967,"threshold_uncertainty_score":0.6055132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05093100131850434,"score_gpt":0.4092420098199588,"score_spread":0.3583110085014544,"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."}}