{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001987901,0.00009065267,0.0002792655,0.0001083718,0.0003388828,0.00001516956,0.0001810378,0.00003072043,0.0003699845],"category_scores_gemma":[0.0003097326,0.00006349879,0.00009388732,0.001044346,0.00003605308,0.00005792734,0.0002632899,0.000276862,0.00003175517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006361168,"about_ca_system_score_gemma":0.0001478448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008943109,"about_ca_topic_score_gemma":0.00003484949,"domain_scores_codex":[0.9981523,0.0001505963,0.0002283749,0.0002833997,0.001019202,0.0001661468],"domain_scores_gemma":[0.998646,0.000020759,0.0001107586,0.0002640203,0.0009188622,0.00003963566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003636422,0.0003813443,0.9364497,0.0000118021,0.001195909,0.000003794351,0.003256611,0.00003590761,0.049387,0.0000468785,0.006581288,0.002286112],"study_design_scores_gemma":[0.00159558,0.001254837,0.9840281,0.00002966085,0.0005648753,0.00001834988,0.009017103,0.001183417,0.001740941,0.00006666777,0.0004174103,0.0000830278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954984,0.000216266,0.000009510575,0.0009538632,0.0002298002,0.00119803,0.00003597996,0.00003593343,0.001822209],"genre_scores_gemma":[0.9988023,0.00000756649,0.00001799686,0.00005069327,0.0000726999,0.0003982555,0.000005063276,0.0000122832,0.0006331537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04764606,"threshold_uncertainty_score":0.4051071,"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."}}