{"id":"W4405855973","doi":"10.3310/nihropenres.14978.r33758","title":"Peer Review Report For: Adapting COVID-19 research infrastructure to capture influenza and respiratory syncytial virus alongside SARS-CoV-2 in UK healthcare workers winter 2022/23 and beyond: protocol for a pragmatic sub-study [version 3; peer review: 1 approved, 2 approved with reservations]","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Park","funders":"Medical Research Council; Public Health Agency; National Institute for Health and Care Research; Department of Health and Social Care; Public Health Wales","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; 2019-20 coronavirus outbreak; Protocol (science); Virus; Health care; Medicine; Internal medicine; Pathology; Political science; Infectious disease (medical specialty)","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.04344864,0.001326621,0.003068909,0.002345224,0.003734286,0.007195242,0.00344296,0.003132892,0.3584045],"category_scores_gemma":[0.2021413,0.001915023,0.00258119,0.001941033,0.002236366,0.005181935,0.004748337,0.003886858,0.2009065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002352257,"about_ca_system_score_gemma":0.02015749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002138762,"about_ca_topic_score_gemma":0.004339577,"domain_scores_codex":[0.969255,0.01304598,0.00555623,0.002558933,0.00755936,0.002024617],"domain_scores_gemma":[0.7348986,0.03063771,0.009865825,0.04461927,0.1673047,0.01267387],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003608934,0.0007099029,0.0009185371,0.005661008,0.0001293684,0.0001736988,0.001104765,0.0001248243,0.001161207,0.001423071,0.9225374,0.0624472],"study_design_scores_gemma":[0.006224637,0.001330376,0.008261496,0.008005385,0.000115619,0.0001878125,0.001560417,0.0007376411,0.002207292,0.003138581,0.9680141,0.0002167129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"other","genre_scores_codex":[0.008252717,0.0007595088,0.01369446,0.01230482,0.01665059,0.8489147,0.0390118,0.004103372,0.05630808],"genre_scores_gemma":[0.02418711,0.001209768,0.03618635,0.004782614,0.004370509,0.8370928,0.012184,0.00241826,0.07756859],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9565514,"threshold_uncertainty_score":0.9151581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2229699658736361,"score_gpt":0.52115745719574,"score_spread":0.2981874913221039,"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."}}