{"id":"W2326919092","doi":"10.1097/cin.0000000000000067","title":"Automated Monitoring","year":2014,"lang":"en","type":"article","venue":"CIN Computers Informatics Nursing","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College; Canada Foundation for Innovation; Toronto Rehabilitation Institute; Toronto Public Health; Ottawa Fertility Centre; Emmanuel Bible College; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Hygiene; Intervention (counseling); Baseline (sea); Medicine; Software deployment; Computer science; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002887411,0.0001383885,0.0002652729,0.0002011172,0.0001701461,0.00005729102,0.0000809305,0.0001013182,0.000006517512],"category_scores_gemma":[0.0001186441,0.0001360779,0.00007037472,0.0002022076,0.00005284587,0.0001825896,0.00001952487,0.0001851604,0.00007935287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002707697,"about_ca_system_score_gemma":0.00005669242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005194548,"about_ca_topic_score_gemma":9.335219e-8,"domain_scores_codex":[0.9988319,0.00003632815,0.0004921645,0.00008379025,0.0002455128,0.0003102832],"domain_scores_gemma":[0.9990284,0.0001487961,0.0001452509,0.0003063279,0.0001981789,0.0001730239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008930801,0.0001407435,0.0230298,0.001014419,0.00009847933,0.000008245194,0.01107644,0.007131971,0.0004063023,0.002258539,0.01228706,0.9424587],"study_design_scores_gemma":[0.001232762,0.0002134866,0.0137597,0.001481643,0.00003940893,0.0002001882,0.0003729179,0.9775729,0.0009250193,0.0001093346,0.003933877,0.0001587438],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3378099,0.00009239782,0.6059124,0.00210315,0.009492143,0.0007410933,0.000001419162,0.003260766,0.0405867],"genre_scores_gemma":[0.9371403,0.000004289358,0.06141357,0.0007482233,0.0006341662,0.00000496958,0.000008639051,0.0000188648,0.00002701033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9704409,"threshold_uncertainty_score":0.5549096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02031071465367466,"score_gpt":0.3267719448244655,"score_spread":0.3064612301707908,"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."}}