{"id":"W4220698419","doi":"10.2196/25658","title":"A Bayesian Network to Predict the Risk of Post Influenza Vaccination Guillain-Barré Syndrome: Development and Validation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Peripheral Neuropathies and Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sun Yat-sen University; National Natural Science Foundation of China","keywords":"Guillain-Barre syndrome; Vaccination; Medicine; Virology; Environmental health; Immunology","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":[0.008794312,0.001801449,0.001110176,0.002437172,0.0005469694,0.001114369,0.001682826,0.001097835,0.003227392],"category_scores_gemma":[0.01819258,0.0007276228,0.00173816,0.001063674,0.0004339505,0.001321015,0.001234818,0.001952949,0.0007664944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001693368,"about_ca_system_score_gemma":0.002871755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.032303,"about_ca_topic_score_gemma":0.02059987,"domain_scores_codex":[0.9978985,0.001246705,0.0001223465,0.0003656951,0.0002474145,0.0001194557],"domain_scores_gemma":[0.9887462,0.008490598,0.0004801078,0.00045292,0.001555278,0.0002749444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00114752,0.0009789399,0.0873236,0.0004825176,0.0008948696,0.0003616548,0.000168925,0.7686673,0.0007788662,0.002743063,0.005841469,0.1306113],"study_design_scores_gemma":[0.00006121938,0.0001465784,0.003697953,0.00006692063,0.0001028753,0.00005855795,0.00002253972,0.9940575,0.0001874031,0.001098571,0.0004859352,0.00001391931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6123435,0.004518144,0.361483,0.001800871,0.000402161,0.001775702,0.008089365,0.001987001,0.007600226],"genre_scores_gemma":[0.8475133,0.001809511,0.1370592,0.0003274244,0.0001109465,0.001013118,0.01001478,0.00008611732,0.002065734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.032303,"threshold_uncertainty_score":0.06422997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841917768064982,"score_gpt":0.2868853071168739,"score_spread":0.2684661294362241,"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."}}