{"id":"W2519982502","doi":"10.1016/j.ajic.2016.05.020","title":"Making change easy: A peer-to-peer guide on transitioning to new hand hygiene products","year":2016,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph's Hospital; Baycrest Hospital","funders":"","keywords":"Medicine; Hygiene; Peer review; Medical education; Pathology","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":[0.00124463,0.0002579576,0.0007269733,0.0008533322,0.0001914703,0.00006330386,0.00008349699,0.00006751077,0.0001499943],"category_scores_gemma":[0.00386894,0.0001834361,0.0002279557,0.0007882396,0.00008272153,0.0002775869,0.00001183176,0.000352522,0.0001397074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006133601,"about_ca_system_score_gemma":0.0004673014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008564086,"about_ca_topic_score_gemma":0.0001033333,"domain_scores_codex":[0.9972843,0.0002219931,0.0008021526,0.0003292708,0.0008948384,0.0004674614],"domain_scores_gemma":[0.9942225,0.0002806658,0.0005781626,0.0003075258,0.003998246,0.0006129011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00368002,0.0001732762,0.02399503,0.00003728431,0.0002993492,0.00009309411,0.001541094,0.0003667084,0.03467407,0.0001321703,0.01032003,0.9246879],"study_design_scores_gemma":[0.01585027,0.02608197,0.2037997,0.003213518,0.0004994765,0.002956521,0.0002538799,0.000112807,0.008472206,0.0000656705,0.7380096,0.0006843717],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3569535,0.00008042868,0.2715026,0.3660002,0.002509874,0.00157954,0.00001844688,0.0001165562,0.001238809],"genre_scores_gemma":[0.971804,0.00001346343,0.002004503,0.01942712,0.004616254,0.00005448395,0.00000101468,0.00005178946,0.002027351],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9240035,"threshold_uncertainty_score":0.7480307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04698224799175484,"score_gpt":0.3503202418747607,"score_spread":0.3033379938830059,"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."}}