{"id":"W2574881272","doi":"10.1017/s095026881600323x","title":"Epidemiology of parainfluenza infection in England and Wales, 1998–2013: any evidence of change?","year":2017,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Respiratory viral infections research","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epidemiology; Human Parainfluenza Virus; Quarter (Canadian coin); Medicine; Serotype; Respiratory tract infections; Pediatrics; Demography; Virology; Respiratory system; Virus; Internal medicine; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006863862,0.0001695812,0.0009332123,0.000420347,0.0002033854,0.000002449796,0.00005653234,0.000424811,0.00002314965],"category_scores_gemma":[0.02069451,0.0001424653,0.00008186021,0.0001348097,0.0009871506,0.0004600502,0.0001127716,0.0004747857,0.000007617729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005466808,"about_ca_system_score_gemma":0.00004460588,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01466532,"about_ca_topic_score_gemma":0.002791189,"domain_scores_codex":[0.9970304,0.001323473,0.0008484872,0.0003886385,0.00006554116,0.0003434021],"domain_scores_gemma":[0.9961169,0.002539747,0.0006260899,0.0004728662,0.0001149897,0.0001293527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003122181,0.00007137247,0.983264,0.0004138849,0.00004228099,0.000003066794,0.0001255979,0.00001839105,0.001103421,0.0007677037,0.00005222444,0.01382585],"study_design_scores_gemma":[0.00103266,0.001459626,0.990582,0.0004593567,0.00004178139,0.0001402685,0.000002894089,0.0007720442,0.0004527844,0.002230265,0.002728295,0.00009803336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991825,0.00589684,0.000309405,0.001024432,0.0002128365,0.0005081604,0.00000262811,0.00002150668,0.0001991417],"genre_scores_gemma":[0.9841858,0.01496827,0.0001695847,0.0003493877,0.0001914601,0.00008537608,0.000003965627,0.00001048056,0.00003567186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01383065,"threshold_uncertainty_score":0.9918961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3489430878403436,"score_gpt":0.4832753909002351,"score_spread":0.1343323030598915,"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."}}