{"id":"W4384038431","doi":"10.31219/osf.io/xgzy8","title":"Enhancing Public Awareness and Education in Cybersecurity: A Canadian Perspective","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Sophistication; Perspective (graphical); Computer security; Cyber threats; Business; Public domain; Public relations; Public security; Domain (mathematical analysis); Security awareness; Political science; Internet privacy; Information security; Computer science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000437101,0.0001656704,0.000176923,0.0008747756,0.0001314911,0.0006630013,0.000598928,0.0001960268,0.00002253939],"category_scores_gemma":[0.0001026279,0.0001789801,0.00003779701,0.0004148412,0.00002573242,0.0006600188,0.0006958699,0.0004346147,0.0000721561],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007417031,"about_ca_system_score_gemma":0.007747973,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6348247,"about_ca_topic_score_gemma":0.9002094,"domain_scores_codex":[0.9987496,0.00005863295,0.0002555212,0.0004339522,0.000183946,0.0003183289],"domain_scores_gemma":[0.9988992,0.00003194279,0.00008412297,0.0004669995,0.0002706235,0.0002471171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[4.242733e-7,0.00002505159,0.001903231,0.00005091547,0.00001001709,0.00000523489,0.03318125,0.000008978849,9.40096e-7,0.9577155,0.001074147,0.00602428],"study_design_scores_gemma":[0.0006378001,0.00003607887,0.103941,0.0005731422,0.00001414449,0.00004969495,0.05351975,0.08401443,0.0002987801,0.7407149,0.01421883,0.001981462],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4119448,0.001092983,0.1418625,0.08284875,0.01162385,0.002837762,0.00006211972,0.001758636,0.3459686],"genre_scores_gemma":[0.9946895,0.00005763655,0.003202952,0.001156712,0.00006221105,0.00007764314,0.00002904081,0.00000941342,0.0007149279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5827447,"threshold_uncertainty_score":0.9978772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02450938081727806,"score_gpt":0.2856906909089196,"score_spread":0.2611813100916415,"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."}}