{"id":"W2766277718","doi":"10.1111/irv.12516","title":"Assessing the reporting quality of influenza outbreaks in the community","year":2017,"lang":"en","type":"article","venue":"Influenza and Other Respiratory Viruses","topic":"Respiratory viral infections research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University","funders":"","keywords":"Outbreak; Medicine; Quality (philosophy); MEDLINE; Pandemic; Public health; Family medicine; Environmental health; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Internal medicine; Disease; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"reporting","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"reporting","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4135729,0.001196235,0.005542627,0.02596571,0.001470894,0.006223271,0.004695512,0.003070981,0.002510207],"category_scores_gemma":[0.7234808,0.001366107,0.006728746,0.02000985,0.004350752,0.007601461,0.00556927,0.001638384,0.0003329723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004765205,"about_ca_system_score_gemma":0.0135494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004827705,"about_ca_topic_score_gemma":0.003266314,"domain_scores_codex":[0.4432893,0.266084,0.2221916,0.01433146,0.05212092,0.001982827],"domain_scores_gemma":[0.09118976,0.5738162,0.2612652,0.01823694,0.05369449,0.001797513],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.002172827,0.0002452845,0.3477029,0.4321584,0.0322381,0.0003407764,0.009876223,0.001405715,0.0008050196,0.003309197,0.009660556,0.160085],"study_design_scores_gemma":[0.001450574,0.002211171,0.3713874,0.5221705,0.0407452,0.002004648,0.008653441,0.003232089,0.002570146,0.01005566,0.03485902,0.0006601416],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1964653,0.7164801,0.02930519,0.02267838,0.002545831,0.008430375,0.01712625,0.0002320826,0.006736455],"genre_scores_gemma":[0.8131263,0.1319295,0.03042007,0.005048831,0.001490841,0.01020899,0.007397133,0.0001089136,0.0002694721],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5864271,"threshold_uncertainty_score":0.7231691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.60826168929986,"score_gpt":0.5799901471619165,"score_spread":0.02827154213794347,"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."}}