{"id":"W4226255306","doi":"10.2196/34075","title":"The COVID-19 Schools Infection Survey in England: Protocol and Participation Profile for a Prospective Observational Cohort Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wellcome Trust","keywords":"Medicine; Attendance; Transmission (telecommunications); Observational study; Family medicine; Pandemic; Infection control; Environmental health; Coronavirus disease 2019 (COVID-19); Disease; Infectious disease (medical specialty); Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04308001,0.00204687,0.002078894,0.002382795,0.002859614,0.002144998,0.002775218,0.002781985,0.01413192],"category_scores_gemma":[0.02563865,0.002686826,0.001585905,0.003236595,0.001762017,0.001943544,0.002595265,0.002172492,0.007109291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004372407,"about_ca_system_score_gemma":0.01278986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01618244,"about_ca_topic_score_gemma":0.02690692,"domain_scores_codex":[0.9676784,0.02158063,0.005561516,0.001957805,0.001862922,0.001358648],"domain_scores_gemma":[0.9861677,0.00259307,0.002740777,0.002350822,0.004802919,0.001344635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08341261,0.01908862,0.4319697,0.02588304,0.00132942,0.005187812,0.02052762,0.00798664,0.01301161,0.01261402,0.2661638,0.1128252],"study_design_scores_gemma":[0.03126571,0.02961489,0.6448531,0.006370459,0.0005527455,0.001799254,0.008759597,0.004931145,0.002898566,0.003673179,0.2645884,0.0006930122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01940172,0.0002823954,0.007880567,0.0003885833,0.0001553618,0.946528,0.02291619,0.0001160185,0.002331136],"genre_scores_gemma":[0.01226308,0.0001872052,0.007245,0.0003148793,0.00004239514,0.9739449,0.005252071,0.00001237263,0.0007380512],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04308001,"threshold_uncertainty_score":0.2278315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5285980034516542,"score_gpt":0.6012140835045805,"score_spread":0.0726160800529263,"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."}}