{"id":"W4255875946","doi":"10.31235/osf.io/6vsjc","title":"Visualizing Changes to US Federal Environmental Agency Websites, 2016-2020","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"National Institute of Environmental Health Sciences; Office of Surface Mining Reclamation and Enforcement; Federal Emergency Management Agency; National Park Service; U.S. Forest Service; U.S. Geological Survey; David and Lucile Packard Foundation; National Oceanic and Atmospheric Administration; Doris Duke Charitable Foundation; U.S. Department of Agriculture; National Aeronautics and Space Administration; U.S. Department of Health and Human Services; National Institutes of Health; U.S. Department of Transportation; National Science Foundation; U.S. Fish and Wildlife Service; U.S. Department of Energy; U.S. Department of Justice","keywords":"Agency (philosophy); Government (linguistics); Business; Open government; Cabinet (room); Public relations; Internet privacy; Political science; Transparency (behavior); Computer science; Engineering; Sociology; Law","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":[0.0008958499,0.0002686962,0.0001225414,0.004033376,0.0007290447,0.002436157,0.0001839099,0.0004103778,0.002503401],"category_scores_gemma":[0.004683354,0.0001220069,0.0002700174,0.004201991,0.0003875616,0.002124634,0.0009152989,0.0004909594,0.0004963526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001032653,"about_ca_system_score_gemma":0.0005904841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03455848,"about_ca_topic_score_gemma":0.06816478,"domain_scores_codex":[0.9995958,0.0001158876,0.00003455993,0.000068466,0.0001318896,0.00005333139],"domain_scores_gemma":[0.9979993,0.0006390742,0.0004646993,0.0001725121,0.0005292602,0.0001951983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004436492,0.0003174148,0.5976998,0.0004291822,0.0001394914,0.0004612289,0.05192524,0.003689221,0.004977588,0.006559821,0.06657892,0.2667785],"study_design_scores_gemma":[0.00001771313,0.00009807468,0.8320849,0.0002048712,0.00005968254,0.0002906976,0.04379425,0.009430698,0.00336227,0.002375228,0.1082248,0.0000568442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659305,0.0005824733,0.001500109,0.001431737,0.0001136628,0.00004174439,0.01059039,0.001280513,0.01852893],"genre_scores_gemma":[0.987533,0.0003604657,0.004087698,0.00005655909,0.00003132743,0.00003531643,0.005532905,0.00009550871,0.002267184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03455848,"threshold_uncertainty_score":0.06871462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4123756357069725,"score_gpt":0.4536865610189559,"score_spread":0.04131092531198338,"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."}}