{"id":"W2619091049","doi":"10.1093/cid/cix081","title":"Standardization of Laboratory Methods for the PERCH Study","year":2017,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Wellcome Trust; Alere","keywords":"Medicine; Standardization; Pneumonia; Quality assurance; Etiology; Intensive care medicine; Standard operating procedure; Pathology; Internal medicine; External quality assessment","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":[0.09079603,0.002870186,0.003773316,0.01126077,0.002490164,0.003534341,0.006236345,0.002191212,0.01032218],"category_scores_gemma":[0.07625181,0.002531741,0.00248473,0.007218544,0.002888532,0.001609868,0.004018364,0.004197725,0.008955544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001619596,"about_ca_system_score_gemma":0.006047562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002005455,"about_ca_topic_score_gemma":0.003018583,"domain_scores_codex":[0.8243909,0.09791734,0.03177197,0.01318444,0.02934205,0.003393267],"domain_scores_gemma":[0.9230565,0.010008,0.006617024,0.0306539,0.02789229,0.001772293],"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":[0.02377092,0.01298507,0.2249297,0.01004904,0.002056058,0.003066295,0.01091422,0.007825841,0.07423419,0.03226219,0.1138487,0.4840578],"study_design_scores_gemma":[0.005633242,0.01258273,0.247164,0.007464516,0.001361963,0.00358238,0.00313634,0.01203746,0.06196086,0.01375501,0.6304361,0.0008854214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08228497,0.006661905,0.564347,0.001944681,0.004853269,0.2672515,0.02212036,0.004358183,0.04617812],"genre_scores_gemma":[0.09635197,0.004186671,0.4903017,0.003331284,0.002454648,0.3566198,0.03452482,0.001831875,0.0103972],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09079603,"threshold_uncertainty_score":0.480181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1084216266904386,"score_gpt":0.5581909807167894,"score_spread":0.4497693540263509,"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."}}