{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001957728,0.001432721,0.0009502749,0.001905715,0.0006235657,0.002030274,0.002121022,0.001323504,0.015231],"category_scores_gemma":[0.007007919,0.0003906735,0.0005285194,0.001827149,0.0003818272,0.001314703,0.00139717,0.0007915293,0.007549688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007120394,"about_ca_system_score_gemma":0.001226344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002342473,"about_ca_topic_score_gemma":0.001485634,"domain_scores_codex":[0.9951612,0.0008193614,0.0002590672,0.001319265,0.00217569,0.0002652869],"domain_scores_gemma":[0.9940215,0.00145526,0.000743624,0.001198669,0.002433833,0.0001472684],"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":[0.001249802,0.0005506383,0.02670271,0.0009536836,0.0001182895,0.0002726462,0.0003904619,0.005754425,0.05904689,0.003697586,0.03294326,0.8683196],"study_design_scores_gemma":[0.0006174325,0.004375295,0.1079956,0.001031244,0.0005771769,0.003126132,0.0005681777,0.1601216,0.196652,0.008112771,0.5163546,0.0004680727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1562187,0.006816855,0.6694272,0.001781925,0.00259246,0.005207158,0.01106003,0.03195487,0.1149408],"genre_scores_gemma":[0.6785464,0.003221674,0.2292647,0.001638958,0.0009090684,0.003281746,0.007955996,0.0008326077,0.07434893],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.015231,"threshold_uncertainty_score":0.05095279,"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."}}