{"id":"W4406525832","doi":"10.3390/covid5010012","title":"The Disappearance of COVID-19 Data Dashboards: The Case of Ephemeral Data","year":2025,"lang":"en","type":"article","venue":"COVID","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Institute of Advanced Industrial Science and Technology; National Aeronautics and Space Administration","keywords":"Ephemeral key; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Computer science; Pandemic; Data science; Geography; Biology; Computer security; Virology; Medicine; Outbreak","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"],"consensus_categories":[],"category_scores_codex":[0.04830445,0.0008186089,0.0009975871,0.00872044,0.001695547,0.01437396,0.002487742,0.002135419,0.004281035],"category_scores_gemma":[0.1839866,0.001004309,0.001873172,0.01333533,0.00443773,0.02200755,0.00495902,0.005811413,0.001406883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003359067,"about_ca_system_score_gemma":0.004334438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009587702,"about_ca_topic_score_gemma":0.01098159,"domain_scores_codex":[0.9554304,0.0205237,0.006380627,0.003925352,0.01245582,0.00128416],"domain_scores_gemma":[0.6996744,0.2058899,0.01952815,0.03192038,0.04002382,0.00296336],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003444164,0.0001094281,0.04629244,0.01115959,0.0004435928,0.00117529,0.01634384,0.003720488,0.002203593,0.1434663,0.1400586,0.6346824],"study_design_scores_gemma":[0.00003173452,0.0001237876,0.01792669,0.008371412,0.0001649991,0.001127368,0.009035518,0.003792341,0.002998138,0.02394624,0.9323027,0.0001791407],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1702102,0.1614916,0.2459383,0.200716,0.01129506,0.001536494,0.02233952,0.008457888,0.1780151],"genre_scores_gemma":[0.6386309,0.08506171,0.2123838,0.0290896,0.004183638,0.001248143,0.0131039,0.003576142,0.01272222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9516956,"threshold_uncertainty_score":0.2554614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08474136929157326,"score_gpt":0.419360014479804,"score_spread":0.3346186451882308,"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."}}