{"id":"W3155090105","doi":"10.2196/27625","title":"The Rotavirus Surveillance System in Yemen: Evaluation Study","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Disease surveillance; Strengths and weaknesses; Public health surveillance; Environmental health; Rotavirus; Public health; Data collection; Data quality; Statistics; Medical emergency; Operations management; Psychology; Nursing; Mathematics; Diarrhea; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01974435,0.001025171,0.0006173083,0.002681038,0.0008417845,0.001515117,0.0006850486,0.0006118194,0.002248463],"category_scores_gemma":[0.02153639,0.0002973733,0.001007978,0.00395682,0.000779865,0.001875475,0.001917974,0.000550461,0.0002995084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01026963,"about_ca_system_score_gemma":0.007297546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04246356,"about_ca_topic_score_gemma":0.02855416,"domain_scores_codex":[0.9876139,0.008332626,0.001296191,0.0003876032,0.0009877112,0.001381971],"domain_scores_gemma":[0.9886029,0.003213551,0.002426771,0.0004216272,0.004529267,0.00080596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002021534,0.001314216,0.9296609,0.001756659,0.0005779795,0.0004954425,0.003316654,0.00215707,0.0004803393,0.0005042347,0.003119509,0.05459558],"study_design_scores_gemma":[0.0005331581,0.007419755,0.9633614,0.0008369631,0.0006214143,0.0004302441,0.01494209,0.005522321,0.00114945,0.0001175776,0.005010525,0.00005507093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989423,0.001074581,0.0005133559,0.0005143443,0.00001953547,0.002197144,0.00308027,0.00002729518,0.003150438],"genre_scores_gemma":[0.9929876,0.0007075291,0.001027575,0.00009523147,0.00001467864,0.001853674,0.002999624,0.000004989814,0.0003091384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04246356,"threshold_uncertainty_score":0.1044194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07277830460287439,"score_gpt":0.4025885255603642,"score_spread":0.3298102209574898,"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."}}