{"id":"W4205408622","doi":"10.1785/0220210269","title":"Communication Officers? Why? …Because They Can Help","year":2022,"lang":"en","type":"article","venue":"Seismological Research Letters","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Misinformation; Schedule; Computer science; Computer security; Telecommunications; Internet privacy; Operations research; Engineering","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00760186,0.00008138586,0.000118373,0.0002221286,0.004818508,0.0002085298,0.001737021,0.00007526165,0.001418992],"category_scores_gemma":[0.00140671,0.00007619798,0.00007377574,0.0008745713,0.0006859385,0.0001964696,0.0009215236,0.001226148,0.00005967073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007107513,"about_ca_system_score_gemma":0.0002829937,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02074882,"about_ca_topic_score_gemma":0.0008937403,"domain_scores_codex":[0.9909433,0.006666277,0.0002152388,0.0002562474,0.001338601,0.0005803925],"domain_scores_gemma":[0.997274,0.001451573,0.0000735026,0.0008380428,0.0001921958,0.0001706699],"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":[0.00008030299,0.0005632182,0.004089819,0.000005309639,0.00005409206,0.00002475853,0.02519959,0.001150349,0.00112675,0.6084187,0.3336658,0.02562129],"study_design_scores_gemma":[0.0001685597,0.00007064835,0.003482944,0.000003562276,0.00000343553,0.000001833262,0.01494991,0.0001283086,0.000006750975,0.0131273,0.967941,0.0001156711],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3748867,0.0002619174,0.0002691538,0.5771065,0.00009173792,0.0005121514,0.00001475921,0.0001352584,0.04672178],"genre_scores_gemma":[0.9873226,0.0003691054,0.000318576,0.01003702,0.00006423415,0.0002795915,0.00007530685,0.000009689749,0.001523835],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6342753,"threshold_uncertainty_score":0.9994938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1328113960307708,"score_gpt":0.4095996942888357,"score_spread":0.2767882982580648,"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."}}