{"id":"W2573040134","doi":"","title":"Monitoring Discussion of Vaccine Adverse Events in the Media: Opportunities from the Vaccine Sentimeter.","year":2016,"lang":"en","type":"article","venue":"National Conference on Artificial Intelligence","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; McGill University","funders":"","keywords":"Vaccine safety; Adverse effect; Medicine; Computer science; Virology; Immunology; Immunization; Internal medicine; Immune system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001204323,0.0001212239,0.0001543169,0.00008933948,0.0002857317,0.00002035443,0.0006162304,0.00007558784,0.0008842735],"category_scores_gemma":[0.001284232,0.00005332724,0.00007012489,0.0002807114,0.00003485808,0.0002905151,0.00004827398,0.0001493042,0.00008233287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008184992,"about_ca_system_score_gemma":0.0002564262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006201179,"about_ca_topic_score_gemma":0.002967254,"domain_scores_codex":[0.9978535,0.0003736822,0.0004320006,0.0002146139,0.0009115898,0.0002146422],"domain_scores_gemma":[0.9976639,0.001547693,0.0001747487,0.0001886076,0.0003745815,0.00005052222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003713093,0.0004233852,0.07945805,0.000007055022,0.00004274249,0.00001493866,0.02680979,0.00005287251,0.003765567,0.5787055,0.0008547247,0.309494],"study_design_scores_gemma":[0.0002761803,0.0001329875,0.3518247,0.000778092,0.00003517698,9.06032e-7,0.05004134,0.0002899258,0.0165369,0.5772842,0.002408249,0.000391349],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8931292,0.0001152676,0.003143232,0.09591184,0.001069609,0.00053726,0.00008555638,0.00003859149,0.005969496],"genre_scores_gemma":[0.9984201,0.0004957796,0.00004504392,0.0002036291,0.0005369187,0.00002131768,0.000005712642,0.00000584475,0.0002657132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3091026,"threshold_uncertainty_score":0.9682175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2024599672269861,"score_gpt":0.3757674765733512,"score_spread":0.1733075093463651,"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."}}