{"id":"W3049198156","doi":"10.1016/j.jaip.2020.08.007","title":"Mitigating Misinformation and Changing the Social Narrative","year":2020,"lang":"en","type":"editorial","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"National Institute of Allergy and Infectious Diseases; Genentech; Nutricia Research Foundation; Sanofi; Agency for Healthcare Research and Quality; National Peanut Board; Aimmune Therapeutics; European Academy of Allergy and Clinical Immunology; Institute for Health Metrics and Evaluation; University of Colorado School of Medicine, Anschutz Medical Campus; American Academy of Allergy Asthma and Immunology; Food Allergy Canada; Allergy Therapeutics; Children's Hospital Colorado","keywords":"Misinformation; Disinformation; Social media; Public health; Social distance; Pandemic; Political science; Internet privacy; Psychology; Coronavirus disease 2019 (COVID-19); Public relations; Medicine; Criminology; Law; Disease; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009381759,0.0001236644,0.0003241998,0.00007616675,0.001156381,0.0001429303,0.0003574791,0.0005896436,0.00003179983],"category_scores_gemma":[0.02946959,0.00007333184,0.00007235198,0.000209624,0.0008779132,0.001152112,0.0001167982,0.002571009,0.000005432874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004787401,"about_ca_system_score_gemma":0.0005529805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001160379,"about_ca_topic_score_gemma":0.0001924327,"domain_scores_codex":[0.9959661,0.002283045,0.0009851452,0.0000701055,0.000465824,0.0002297386],"domain_scores_gemma":[0.985409,0.01195961,0.002074904,0.00007588998,0.0004168199,0.0000637434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008396021,0.0000379363,0.000002670321,0.000005754525,0.001321679,0.0000067093,0.7440709,0.000002536626,0.000002099918,0.002700865,0.2398969,0.01111237],"study_design_scores_gemma":[0.0005754277,0.0001905664,0.0001810267,0.00006032884,0.0001657227,0.000015646,0.4106899,0.00002063586,6.217484e-7,0.0002640841,0.5877646,0.00007139747],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.08006616,0.006503926,0.000127662,0.2475014,0.6303498,0.0006162908,0.00001208828,0.00003475046,0.03478793],"genre_scores_gemma":[0.08304824,0.1841646,0.0003899383,0.008970456,0.7223487,0.000002581891,0.00002005091,0.00003839193,0.001017011],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3478677,"threshold_uncertainty_score":0.9997301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03422742808569833,"score_gpt":0.4122101852708666,"score_spread":0.3779827571851683,"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."}}