{"id":"W4366961034","doi":"10.2196/43646","title":"Establishing Infodemic Management in Germany: A Framework for Social Listening and Integrated Analysis to Report Infodemic Insights at the National Public Health Institute","year":2023,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Robert Koch Institut; Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology; World Health Organization","keywords":"Active listening; Social media; Context (archaeology); Public health; Knowledge management; Data science; Psychology; Medicine; Computer science; World Wide Web; Geography; Nursing","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":[0.1322051,0.00240121,0.001021787,0.02203473,0.006464448,0.0260979,0.005144168,0.003838259,0.001939159],"category_scores_gemma":[0.07150131,0.001498753,0.001974258,0.01345286,0.01973222,0.02330941,0.01626933,0.003687869,0.0008533351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0196098,"about_ca_system_score_gemma":0.03515639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02273668,"about_ca_topic_score_gemma":0.01296128,"domain_scores_codex":[0.8837171,0.08398852,0.01243813,0.006343858,0.008938338,0.004574042],"domain_scores_gemma":[0.9129289,0.05572031,0.007803297,0.008244494,0.01178691,0.003516034],"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":[0.0001266294,0.0001866317,0.01396009,0.001297662,0.0001394508,0.001888532,0.09823076,0.008808086,0.002117302,0.7160822,0.01030405,0.1468587],"study_design_scores_gemma":[0.00009708978,0.0002362074,0.01766902,0.007965117,0.0002915599,0.0007955225,0.133794,0.04259366,0.007167255,0.4550898,0.333836,0.0004646601],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06469773,0.002389758,0.8303183,0.03558164,0.0003044857,0.00490728,0.001737302,0.001463772,0.05859967],"genre_scores_gemma":[0.3193788,0.001416044,0.6700121,0.001637343,0.0001413691,0.002867844,0.001566745,0.0001955664,0.002784207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1322051,"threshold_uncertainty_score":0.6991757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1498433928030107,"score_gpt":0.4553009034708178,"score_spread":0.305457510667807,"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."}}