{"id":"W2885238424","doi":"10.1371/currents.dis.47581b109e865f7b64d831f86a7fd7f4","title":"An Evaluation of Global Hazard Communication with Ethical Considerations","year":2018,"lang":"en","type":"article","venue":"PLoS Currents","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hazard; Natural hazard; Service (business); Media coverage; Environmental health; Business; Medicine; Geography; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004179878,0.00007874248,0.0001614007,0.00002302916,0.00007441243,0.00001399631,0.00008717166,0.00006921581,0.0003650784],"category_scores_gemma":[0.0004893788,0.00006703818,0.00002239628,0.0001408905,0.000248327,0.0001075615,0.00002956621,0.0001431087,0.00007406405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008850386,"about_ca_system_score_gemma":0.0003376203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001526586,"about_ca_topic_score_gemma":0.0002218829,"domain_scores_codex":[0.9985344,0.0003053233,0.0001986782,0.0001686858,0.0006899198,0.0001030219],"domain_scores_gemma":[0.9978722,0.00004465142,0.0001015858,0.0006639099,0.001204337,0.0001133338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000475263,0.00233138,0.9613756,0.0001287692,0.0002982508,0.000002780872,0.0005875158,0.00002094978,0.001766175,0.004323896,0.007770971,0.02091844],"study_design_scores_gemma":[0.004102774,0.0006920858,0.9510907,0.0004847886,0.0006925267,0.00001935305,0.00009128058,0.03748821,0.002009498,0.002699043,0.0004454073,0.0001843541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954821,0.0001621938,0.0001807723,0.0007350213,0.0000596091,0.00046171,0.0002223626,0.0000636218,0.00263261],"genre_scores_gemma":[0.9966739,0.000008335503,0.002515977,0.0002427245,0.0000598239,0.0000280478,0.000461458,0.000007411993,0.000002267572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03746726,"threshold_uncertainty_score":0.3997352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09111477916361561,"score_gpt":0.4072096052929632,"score_spread":0.3160948261293476,"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."}}