{"id":"W4386271661","doi":"10.1007/s11673-023-10275-2","title":"Meme Science, Pandemic Preparedness, and the Trajectory of Failure","year":2023,"lang":"en","type":"article","venue":"Journal of Bioethical Inquiry","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Public Health Ontario; University of Toronto","funders":"","keywords":"Pandemic; Preparedness; Coronavirus disease 2019 (COVID-19); Public health; Health care; Political science; Medical law; Medicine; Public relations; Nursing; Law; Disease","routes":{"ca_aff":true,"ca_fund":false,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.006074838,0.00005904019,0.0001834511,0.0001908581,0.0003351362,0.00008309296,0.0005719051,0.00008690852,0.00002831275],"category_scores_gemma":[0.0008795411,0.00003305322,0.000104839,0.0009717634,0.01010828,0.0003197281,0.0001287575,0.0002828188,0.000005402293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003082083,"about_ca_system_score_gemma":0.0003434497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005503424,"about_ca_topic_score_gemma":0.0001286192,"domain_scores_codex":[0.9982625,0.0002235433,0.0003211513,0.0001089773,0.0008695627,0.0002142956],"domain_scores_gemma":[0.9989612,0.0003967771,0.0002519201,0.0001051656,0.0001897684,0.00009518254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000657974,0.0001889798,0.01773025,0.0001660617,0.0002059736,0.00005186458,0.6051332,0.0000950664,0.01081292,0.2905044,0.04606757,0.02838572],"study_design_scores_gemma":[0.00493699,0.0005696465,0.05678377,0.0005654586,0.0003357629,0.00003495398,0.758046,0.0004420213,0.000597827,0.07497337,0.1021561,0.0005580896],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868436,0.0002991094,0.00006206846,0.00654473,0.0008326153,0.0001183286,6.556904e-7,0.00002091638,0.005277964],"genre_scores_gemma":[0.9983552,0.0006685962,0.00007352883,0.0001550902,0.0003132562,0.000001099739,9.292367e-8,0.00000302844,0.0004301237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.215531,"threshold_uncertainty_score":0.9925857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06939995880391202,"score_gpt":0.3861539733901817,"score_spread":0.3167540145862697,"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."}}