{"id":"W4210690632","doi":"10.2196/36484","title":"Evaluation of the Acute Flaccid Paralysis Surveillance System From 2016 to 2020: A Retrospective Study","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Viral Infections and Immunology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Acute flaccid paralysis; Medicine; Poliomyelitis; Paralysis; Poliomyelitis eradication; Enterovirus; Flaccid paralysis; Pediatrics; Outbreak; Population; Poliovirus; Environmental health; Virology; Surgery; Virus","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":[0.005981246,0.0004457061,0.0006713818,0.003839156,0.0006393227,0.001059227,0.0007107283,0.0003986928,0.0009065268],"category_scores_gemma":[0.007192882,0.000559576,0.0007951486,0.003665808,0.0005430205,0.001596611,0.00125337,0.0005784095,0.0003416773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552936,"about_ca_system_score_gemma":0.00268366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01180965,"about_ca_topic_score_gemma":0.01045855,"domain_scores_codex":[0.9956458,0.0008534689,0.001436461,0.000670588,0.0009061295,0.0004875418],"domain_scores_gemma":[0.9914393,0.0008536309,0.004143127,0.0004464287,0.002313541,0.0008039405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000397273,0.00002178752,0.998473,0.00004333474,0.00002996938,0.00004934288,0.0001192767,0.00002356213,0.00003565339,0.00001262144,0.0001381911,0.001013616],"study_design_scores_gemma":[0.00001063201,0.0003058916,0.9954869,0.0001342021,0.00007611698,0.000558564,0.001718632,0.0003504842,0.0001708656,0.00002107336,0.00115495,0.00001174364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937105,0.001136633,0.0004075452,0.00007561646,0.000018775,0.0002831036,0.003687423,0.00001211752,0.0006683953],"genre_scores_gemma":[0.9914614,0.0008117133,0.0006705463,0.0001099767,0.00002605257,0.0002976286,0.006457905,0.000008023314,0.0001568322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01180965,"threshold_uncertainty_score":0.03163224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02632041776936019,"score_gpt":0.3309029993595535,"score_spread":0.3045825815901933,"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."}}