{"id":"W2568978396","doi":"10.1093/ofid/ofw172.1080","title":"A Cluster Randomized Trial of Immediate Hand Hygiene Compliance Feedback","year":2016,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Hygiene; Compliance (psychology); Cluster (spacecraft); Randomized controlled trial; Cluster randomised controlled trial; Physical therapy; Surgery; Pathology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001317875,0.000177182,0.0008010363,0.0001221282,0.0009087771,0.00003015165,0.000402445,0.0001283886,0.002094919],"category_scores_gemma":[0.003472191,0.0001068318,0.0002009488,0.0002316064,0.0003722654,0.0003525949,0.0004602595,0.0001917943,0.0009967273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000155585,"about_ca_system_score_gemma":0.001052619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001048837,"about_ca_topic_score_gemma":0.0004346323,"domain_scores_codex":[0.9962876,0.001365534,0.0008959862,0.0003264544,0.0004041674,0.0007202501],"domain_scores_gemma":[0.9923781,0.005836647,0.0004286264,0.0004265596,0.0005187647,0.0004113541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8876634,0.0004642136,0.07333361,0.0002862043,0.00007375919,0.000002028982,0.00008291433,0.000002181513,0.00003028472,0.003581833,0.01483693,0.01964268],"study_design_scores_gemma":[0.9514873,0.0005123243,0.02847707,0.0005690558,0.00004480026,8.615755e-7,0.00006626664,0.00006358901,0.00002365618,0.01181858,0.006756718,0.0001797872],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7723897,0.0006979719,0.003046558,0.02567321,0.004740812,0.03336209,0.001586964,0.0001706555,0.1583321],"genre_scores_gemma":[0.9916412,0.0002768711,0.00004520238,0.001142142,0.0002581232,0.00250516,0.00004846916,0.0000284416,0.004054402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2192516,"threshold_uncertainty_score":0.9997811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06405513439283979,"score_gpt":0.4438364650506924,"score_spread":0.3797813306578526,"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."}}