{"id":"W2308134905","doi":"10.1093/ofid/ofu051.53","title":"534Reduction in Patient Isolation Days for Suspected Influenza: Impact of Automated Influenza Testing","year":2014,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Isolation (microbiology); Patient isolation; Virology; Pathogenic organism; Intensive care medicine; Microbiology; Infection control","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001975429,0.0003168756,0.0002326733,0.0003579379,0.000242077,0.0008219429,0.0004585567,0.0002723358,0.002283768],"category_scores_gemma":[0.01050939,0.0001010764,0.0004040738,0.0004278104,0.0004458534,0.0004456027,0.0006353402,0.0002897741,0.0002223716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002074875,"about_ca_system_score_gemma":0.001814002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02196434,"about_ca_topic_score_gemma":0.02425666,"domain_scores_codex":[0.9972813,0.0013168,0.0001701002,0.0002071203,0.0007690442,0.0002555551],"domain_scores_gemma":[0.9897592,0.004880449,0.002768592,0.0004117755,0.001299208,0.0008808671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00290507,0.000827015,0.8507279,0.0002708092,0.0001958478,0.0001728179,0.0003169615,0.002235699,0.002276125,0.0001030231,0.001734645,0.1382342],"study_design_scores_gemma":[0.00006548784,0.002295336,0.9928597,0.00003682234,0.00005937066,0.0001290325,0.0002128171,0.002690524,0.0007666782,0.00004041397,0.0008360795,0.00000775528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950247,0.000937111,0.0003779946,0.0006719879,0.00004152376,0.00004389482,0.000247618,0.00003559324,0.002619515],"genre_scores_gemma":[0.9991575,0.0001456358,0.0003353357,0.0000821654,0.00002492054,0.000009846274,0.0001080598,0.00000292107,0.0001335253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02196434,"threshold_uncertainty_score":0.04367298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05591492489282537,"score_gpt":0.4019975428280742,"score_spread":0.3460826179352487,"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."}}