{"id":"W3112241152","doi":"10.3138/topia-011","title":"Rethinking Risk Communication: Lessons From a Pandemic","year":2020,"lang":"en","type":"article","venue":"TOPIA Canadian Journal of Cultural Studies","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public relations; Pandemic; Risk communication; Risk management; Field (mathematics); Coronavirus disease 2019 (COVID-19); Politics; Power (physics); Identity (music); Perception; Political science; Risk perception; Sociology; Psychology; Business; Risk analysis (engineering); Medicine; Law","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":[0.0003605921,0.00006372314,0.0001678161,0.00002771625,0.0009509756,0.00009323092,0.0003056214,0.000036093,0.0003137975],"category_scores_gemma":[0.0005194873,0.00004842548,0.00007709247,0.000125238,0.0002455827,0.0002084737,0.00002560638,0.0002286348,0.00002608179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001892999,"about_ca_system_score_gemma":0.0002050984,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0918505,"about_ca_topic_score_gemma":0.6054439,"domain_scores_codex":[0.9991605,0.0002224576,0.000210831,0.00006875109,0.0001805741,0.0001568444],"domain_scores_gemma":[0.9991341,0.00006974316,0.0001915208,0.00006352129,0.0002286214,0.0003124565],"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":[0.000007536709,0.000003200565,0.0307374,0.000004142524,0.000232459,0.00001773382,0.8632869,0.00003771269,0.00001095726,0.01726143,0.06867377,0.01972677],"study_design_scores_gemma":[0.0002021022,0.0000248117,0.02395147,0.00004787315,0.00006398491,9.967885e-7,0.1590039,0.00000433756,0.000001991555,0.007156043,0.809449,0.00009345963],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7645167,0.01442746,0.00006604633,0.2017287,0.0005058451,0.0001421835,0.00001794857,0.00003289519,0.01856224],"genre_scores_gemma":[0.9816265,0.01499583,0.0006059351,0.001716434,0.0004173178,0.000001229152,0.000001279168,0.000002953246,0.0006324972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7407752,"threshold_uncertainty_score":0.914197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2080186909856634,"score_gpt":0.3889500489846657,"score_spread":0.1809313579990023,"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."}}