{"id":"W2139613628","doi":"10.1109/tic-sth.2009.5444496","title":"Distributed IR based technology to monitor hand hygiene of healthcare staff","year":2009,"lang":"en","type":"article","venue":"","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute","funders":"","keywords":"Hygiene; Health care; Compliance (psychology); Function (biology); Computer science; Medicine; Psychology","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":[0.000131083,0.0001344187,0.0003911523,0.0003746593,0.00008515867,0.000006891365,0.00007849033,0.0002134213,0.0001136515],"category_scores_gemma":[0.0004187138,0.0001154177,0.00006433691,0.000762739,0.0000550165,0.00002878379,0.00001499017,0.0002143417,0.00002940627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001868695,"about_ca_system_score_gemma":0.000195134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003714444,"about_ca_topic_score_gemma":0.000122118,"domain_scores_codex":[0.9987609,0.00003646016,0.0003906926,0.0002525478,0.0002194486,0.0003399845],"domain_scores_gemma":[0.998301,0.00005383607,0.00008118834,0.0004537512,0.0008688567,0.0002413284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003797975,0.002544221,0.1489879,0.001479987,0.0001590924,0.0002305876,0.0004358546,0.0005193966,0.182307,0.02043039,0.01425263,0.624855],"study_design_scores_gemma":[0.01186909,0.02437251,0.3111584,0.0009417247,0.0001463893,0.0001455248,0.001494178,0.004426967,0.5974509,0.001375484,0.04587196,0.0007469198],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7229756,0.0002767415,0.01753448,0.256313,0.0003320406,0.001322292,0.0001216728,0.0003904579,0.0007337417],"genre_scores_gemma":[0.9943385,0.000004976012,0.002992079,0.002293918,0.0001155402,0.00003045517,0.00004707061,0.00001217396,0.0001652618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6241081,"threshold_uncertainty_score":0.4706599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01582935102539287,"score_gpt":0.3354464295416745,"score_spread":0.3196170785162816,"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."}}