{"id":"W4403130876","doi":"10.3390/jrfm17100449","title":"Clarity in Crisis: How UK Firms Communicated Risks during COVID-19","year":2024,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CLARITY; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Business; Psychology; Medicine; Virology","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":[0.00648594,0.0002159824,0.0002341709,0.001932347,0.0007678263,0.004443793,0.0004384561,0.0009518783,0.002960708],"category_scores_gemma":[0.09560505,0.0002510649,0.0001890138,0.001680754,0.000970098,0.00344363,0.002688382,0.000910203,0.0005973729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002347935,"about_ca_system_score_gemma":0.001245088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01218939,"about_ca_topic_score_gemma":0.01103181,"domain_scores_codex":[0.9934593,0.002926645,0.0007917613,0.0004752541,0.001796375,0.0005506125],"domain_scores_gemma":[0.8923277,0.04716082,0.04361358,0.004720352,0.009896853,0.002280868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007924085,0.0001126239,0.6746022,0.0003983431,0.00008742356,0.001561018,0.1956136,0.0007960814,0.005165955,0.001590952,0.008280037,0.1109994],"study_design_scores_gemma":[0.00001642834,0.0002704766,0.884188,0.0002658483,0.00002653345,0.0005658535,0.0866372,0.0007692085,0.001484896,0.0007689459,0.02488856,0.0001180248],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904168,0.0005266466,0.0004292477,0.002325169,0.00004596851,0.00002551131,0.0004019631,0.00003540118,0.005793482],"genre_scores_gemma":[0.9978241,0.0002639112,0.0002307283,0.0002054551,0.00003093768,0.000007230314,0.0002072223,0.00001334352,0.001217078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01218939,"threshold_uncertainty_score":0.03430134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05483903922764793,"score_gpt":0.2879922484769392,"score_spread":0.2331532092492912,"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."}}