{"id":"W2507993346","doi":"10.3389/fmicb.2016.01271","title":"Is HELICS the Right Way? Lack of Chest Radiography Limits Ventilator-Associated Pneumonia Surveillance in Wales","year":2016,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Intensive Care Society","keywords":"Medicine; Ventilator-associated pneumonia; Pneumonia; Incidence (geometry); Intensive care; Intensive care medicine; Mechanical ventilation; Emergency medicine; Infection control; Intubation; Pediatrics; Internal medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00778251,0.000167255,0.0004586131,0.001162657,0.0005656885,0.001932585,0.0007982262,0.0007344108,0.001702314],"category_scores_gemma":[0.02393311,0.0004616749,0.0003023761,0.001511296,0.00112851,0.001574585,0.001579817,0.000451931,0.0003473182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063792,"about_ca_system_score_gemma":0.002912511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02614501,"about_ca_topic_score_gemma":0.03875443,"domain_scores_codex":[0.9938653,0.003157688,0.001037039,0.0005857986,0.000857494,0.0004965697],"domain_scores_gemma":[0.977201,0.00588679,0.009487039,0.001502458,0.003815875,0.002106755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001121229,0.00002079606,0.9728584,0.0002950511,0.00002720237,0.0001690496,0.0008861858,0.0000461134,0.00059406,0.00009876462,0.001061615,0.02383058],"study_design_scores_gemma":[0.000008840379,0.0001517553,0.9955962,0.0003945182,0.00001697226,0.0003228427,0.001471154,0.0001407588,0.0001077789,0.00008696887,0.001693044,0.000009036085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854989,0.004645645,0.0007048522,0.005296686,0.0001097923,0.00005808628,0.0004563197,0.00001740806,0.003212239],"genre_scores_gemma":[0.9960674,0.001643015,0.0005463099,0.001179382,0.00008964412,0.00003624932,0.0001902563,0.000005124266,0.0002425482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02614501,"threshold_uncertainty_score":0.05198568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765064386040311,"score_gpt":0.2689092256010795,"score_spread":0.2512585817406764,"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."}}