{"id":"W4401581330","doi":"10.3310/nihropenres.14822.r32503","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 2; peer review: 1 approved, 1 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":"","keywords":"Vaccination; Medicine; Pandemic; Incidence (geometry); Population; Health care; Environmental health; Cohort study; Virology; Family medicine; Internal medicine; Coronavirus disease 2019 (COVID-19); Disease; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.04561159,0.001404259,0.003378502,0.002444433,0.003856942,0.007730953,0.003585263,0.003380853,0.3709654],"category_scores_gemma":[0.2234788,0.002082623,0.002753271,0.001987611,0.002315821,0.005719183,0.005032834,0.004152581,0.202351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002441307,"about_ca_system_score_gemma":0.01988795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001989235,"about_ca_topic_score_gemma":0.004057449,"domain_scores_codex":[0.966386,0.01449093,0.006073358,0.002840787,0.008069474,0.002139546],"domain_scores_gemma":[0.7186121,0.03447239,0.01087003,0.04937038,0.1736822,0.01299291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003370787,0.0006217865,0.0008012546,0.005963808,0.0001353286,0.0001618567,0.001082546,0.0001189737,0.001029275,0.00149481,0.926808,0.05841159],"study_design_scores_gemma":[0.006700233,0.001220905,0.007472373,0.009288779,0.0001231753,0.0001959237,0.001528505,0.0007788964,0.002105437,0.003715011,0.966637,0.0002337888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"other","genre_scores_codex":[0.00783855,0.0008459102,0.014376,0.01443725,0.02002891,0.8356896,0.04499771,0.004687646,0.05709837],"genre_scores_gemma":[0.0233777,0.001223919,0.03701575,0.005274873,0.004765285,0.8369468,0.01232758,0.002685587,0.07638254],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3709654,"threshold_uncertainty_score":0.8972415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2267830447478032,"score_gpt":0.5215380390751994,"score_spread":0.2947549943273962,"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."}}