{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008471617,0.0008797089,0.0006754684,0.001462049,0.01195251,0.01156341,0.001436415,0.008885537,0.06386319],"category_scores_gemma":[0.05201911,0.000525215,0.0005903904,0.00107278,0.006251776,0.01356888,0.005763882,0.01211371,0.02930793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00447601,"about_ca_system_score_gemma":0.009912958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01032815,"about_ca_topic_score_gemma":0.00803635,"domain_scores_codex":[0.9860137,0.007963656,0.000354757,0.0008969748,0.001718768,0.003052094],"domain_scores_gemma":[0.9447087,0.0119083,0.004331034,0.001827732,0.01350178,0.02372237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005789558,0.0001654684,0.002657308,0.000457826,0.00002727552,0.0006316947,0.01189015,0.00004145162,0.0002050937,0.02057576,0.9001746,0.06311554],"study_design_scores_gemma":[0.00005428397,0.00008666335,0.002223296,0.002175533,0.00003642539,0.0009159714,0.0511512,0.0001285557,0.0003053898,0.01828128,0.9245578,0.00008361202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002758328,0.0054098,0.0007400967,0.9516936,0.007443034,0.00004304847,0.00005809141,0.0001347613,0.03171924],"genre_scores_gemma":[0.2717688,0.02701138,0.004781005,0.5490561,0.01891967,0.0005082625,0.000257522,0.0004094579,0.1272877],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06386319,"threshold_uncertainty_score":0.2136437,"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."}}