{"id":"W7127207311","doi":"","title":"Teaching Information Literacy in the Emerging and Dynamic Fields of Preparedness and Security","year":2025,"lang":"","type":"article","venue":"Scholars Archive - University at Albany (University at Albany, State University of New York)","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Civil defense; Emergency management; Natural disaster; Information security; Informatics; Crisis management; National security; Risk management","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001047836,0.0003997308,0.0005927314,0.001324714,0.002972829,0.0001255603,0.001737281,0.0002521884,0.0001596446],"category_scores_gemma":[0.00007383765,0.0005092102,0.0002441325,0.001464214,0.002024815,0.004181386,0.002976861,0.0008592308,0.000008463659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008543648,"about_ca_system_score_gemma":0.0004276792,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03052976,"about_ca_topic_score_gemma":0.06437918,"domain_scores_codex":[0.9963967,0.001279689,0.0003298004,0.0006998868,0.0006524179,0.0006414854],"domain_scores_gemma":[0.9978586,0.0005418956,0.000624161,0.0005301899,0.0001600167,0.0002850977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00212719,0.0002749782,0.01308189,0.0006538021,0.0003834018,0.0001741948,0.9369262,0.0003002487,0.0001524266,0.02146905,0.00413667,0.02031987],"study_design_scores_gemma":[0.004619278,0.0002488526,0.04747279,0.0007506275,0.0005789538,0.000005785078,0.6957996,0.005777061,0.000006365985,0.004104484,0.2399306,0.0007056091],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9527644,0.0002663833,0.002368107,0.002672543,0.0001923331,0.0007901027,0.0002744602,0.00003727735,0.04063439],"genre_scores_gemma":[0.9696972,0.002956691,0.0006514746,0.00009454881,0.000009100876,2.115623e-8,0.00005355088,0.000007261128,0.02653016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2411267,"threshold_uncertainty_score":0.999736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006420264034638456,"score_gpt":0.2264564682175925,"score_spread":0.220036204182954,"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."}}