{"id":"W2805805233","doi":"","title":"Automated hand hygiene monitoring system using imagery and bluetooth low energy sensors","year":2018,"lang":"en","type":"other","venue":"Memorial University Research Repository (Memorial University)","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Hygiene; Bluetooth Low Energy; Bluetooth; Health care; Rendering (computer graphics); Computer science; Engineering; Medicine; Artificial intelligence; Wireless; Telecommunications; 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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0007901224,0.0006606246,0.001241854,0.003839389,0.00195514,0.0002406897,0.0005857156,0.001425733,0.0001394131],"category_scores_gemma":[0.0002651222,0.0007968981,0.0003230539,0.001860494,0.001426411,0.0003778318,0.0007213387,0.001100438,0.00007075468],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004111881,"about_ca_system_score_gemma":0.002157846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0166735,"about_ca_topic_score_gemma":0.0002266153,"domain_scores_codex":[0.9937667,0.001744503,0.0004015441,0.00142933,0.001465562,0.00119239],"domain_scores_gemma":[0.9953138,0.0003665331,0.0004533449,0.001071263,0.001820497,0.0009745757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.044487,0.001687781,0.01271442,0.01586249,0.008396716,0.146264,0.002228394,0.0003935289,0.1360462,0.007241719,0.6222348,0.00244301],"study_design_scores_gemma":[0.01386313,0.001454544,0.0003853012,0.005424124,0.001357552,0.001081906,0.005464337,0.007911314,0.01248124,0.000004840301,0.9490222,0.001549519],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1883404,0.0004130881,0.0005113251,0.000132705,0.04540988,0.002827041,0.000183635,0.004020413,0.7581615],"genre_scores_gemma":[0.1271995,0.0003276956,0.0009269671,0.000006842483,0.04056981,0.000001049289,0.00006164138,0.0005937674,0.8303127],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3267874,"threshold_uncertainty_score":0.9998706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03218639438178666,"score_gpt":0.28921785678588,"score_spread":0.2570314624040934,"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."}}