{"id":"W6904180019","doi":"10.1371/journal.pgph.0004294.s004","title":"Study Variables.","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Seroprevalence; Confidence interval; Population; Epidemiology; Public health; Odds ratio; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009235378,0.000503619,0.0005468613,0.001282006,0.0008850283,0.001058842,0.0007884826,0.0008361943,0.0882909],"category_scores_gemma":[0.004935973,0.0001933785,0.0004275169,0.003053629,0.0001933184,0.0006170377,0.0008052668,0.0009523996,0.01595224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00134791,"about_ca_system_score_gemma":0.003106148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02890782,"about_ca_topic_score_gemma":0.0228536,"domain_scores_codex":[0.9989999,0.0002271692,0.0001521736,0.0002236963,0.0002118793,0.0001851629],"domain_scores_gemma":[0.9989505,0.0002097544,0.0003098231,0.00009787959,0.0002745674,0.0001573436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002437042,0.0005478402,0.4767485,0.002759703,0.0002961798,0.0006218579,0.001275698,0.000260465,0.0002760049,0.005287467,0.3865854,0.1229039],"study_design_scores_gemma":[0.0006338335,0.0005291151,0.4651094,0.003136004,0.0002501498,0.00140287,0.002210431,0.0006133466,0.0001984373,0.004186635,0.521657,0.00007278175],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.139143,0.01875026,0.002970202,0.006271061,0.001817676,0.005188706,0.5731294,0.0003826337,0.2523471],"genre_scores_gemma":[0.5313378,0.01462146,0.00568941,0.01355183,0.001424785,0.0226793,0.2703396,0.0003136448,0.1400421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9117091,"threshold_uncertainty_score":0.2953625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4451852619077553,"score_gpt":0.4747897195641315,"score_spread":0.0296044576563762,"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."}}