{"id":"W4312865864","doi":"10.2196/41269","title":"Comparative Performance Evaluation of the Public Health Surveillance Systems in 6 Gulf Cooperation Countries: Cross-sectional Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health surveillance; Representativeness heuristic; Public health; Medicine; Environmental health; Disease surveillance; Global health; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0216285,0.0001408236,0.000437218,0.0004119593,0.0008872041,0.0001041783,0.0003897715,0.00003364564,0.0002826867],"category_scores_gemma":[0.000328465,0.0001081079,0.00005431303,0.001923942,0.0003246704,0.0005114961,0.0003720208,0.0007571646,0.00003793586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002325461,"about_ca_system_score_gemma":0.002694794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002530334,"about_ca_topic_score_gemma":0.0002957968,"domain_scores_codex":[0.988224,0.005470182,0.0008701261,0.0003508072,0.004561733,0.0005231748],"domain_scores_gemma":[0.9958911,0.0003509661,0.0003211448,0.000578425,0.002741675,0.0001166806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003816191,0.001077068,0.9788269,0.0001821653,0.00006219041,0.000001083263,0.01078315,0.006212319,0.00002254418,0.0002259449,0.001857724,0.0003672818],"study_design_scores_gemma":[0.00275699,0.001053695,0.9359854,0.00003766351,0.00000187035,0.00001343598,0.005962941,0.0510416,0.00001326396,0.000005014047,0.003044245,0.00008384106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923966,0.0004084265,0.00001791304,0.0004036286,0.0003431063,0.004958738,0.000529007,0.00002581969,0.0009167913],"genre_scores_gemma":[0.9974883,0.00002241464,0.000002906093,0.0000438438,0.00004806931,0.001936828,0.0003268918,0.00001260304,0.0001181957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04482928,"threshold_uncertainty_score":0.7496051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1787950254985536,"score_gpt":0.4826628817445512,"score_spread":0.3038678562459976,"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."}}