{"id":"W4367840420","doi":"10.32920/22750379","title":"The COVID years: Risk, reward and Rethinking priorities","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Futures contract; Coronavirus disease 2019 (COVID-19); Pandemic; Journalism; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Public health; Political science; Political economy; Public relations; Development economics; Sociology; Economics; Law; Medicine; Virology; Financial economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02661561,0.0006292171,0.0008193267,0.00229066,0.01756454,0.03265367,0.002174248,0.01332424,0.02170792],"category_scores_gemma":[0.07688059,0.000513705,0.0004571804,0.002135723,0.02106837,0.03307017,0.01223568,0.01872276,0.003166059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01272757,"about_ca_system_score_gemma":0.03495366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02084517,"about_ca_topic_score_gemma":0.03261994,"domain_scores_codex":[0.9814465,0.01013542,0.0004343175,0.0009969875,0.00353511,0.00345166],"domain_scores_gemma":[0.9343415,0.02811097,0.002515836,0.002647738,0.007736601,0.02464737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001029236,0.00008151587,0.00135779,0.0001218156,0.00001919727,0.0002500949,0.01418689,0.0002671936,0.000182403,0.6957319,0.2317635,0.05593476],"study_design_scores_gemma":[0.00002604473,0.00005539114,0.001672507,0.0005423745,0.00001441897,0.000140475,0.03678786,0.0004869844,0.0002254173,0.5400522,0.419925,0.00007131694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008930048,0.01111416,0.003847328,0.9017259,0.007765367,0.00002364532,0.00008106577,0.00009507016,0.06641751],"genre_scores_gemma":[0.759951,0.01801439,0.00553659,0.1424476,0.009952319,0.0001407371,0.0001528234,0.0005563412,0.06324822],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03265367,"threshold_uncertainty_score":0.1407585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09870672089717918,"score_gpt":0.3697463708914067,"score_spread":0.2710396499942275,"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."}}