{"id":"W1749754276","doi":"10.24908/pceea.v0i0.3150","title":"A Computer Security Experience Scale for 4th-Year Software Engineers","year":2010,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Gender and Technology in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Scale (ratio); Software security assurance; Software engineering; Computer science; Software; Computer security; Operating system; Information security; Geography; Security service; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005056413,0.0000993737,0.0001084449,0.0001981088,0.0004143901,0.0000933524,0.0004006269,0.0002571616,0.00003463807],"category_scores_gemma":[0.001674606,0.0001073512,0.00007650429,0.0004274412,0.00005721474,0.000212432,0.00001640089,0.0002589539,0.000004937639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008776409,"about_ca_system_score_gemma":0.0009436896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009710553,"about_ca_topic_score_gemma":0.03374033,"domain_scores_codex":[0.9990718,0.000004531695,0.0001726773,0.0001762881,0.000245988,0.0003286655],"domain_scores_gemma":[0.9987894,0.00006871894,0.0001765619,0.00009685873,0.0006882962,0.0001801852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003981062,0.0002112706,0.5885895,0.0002356014,0.00008636136,2.762792e-8,0.1354124,0.0001298769,0.00296025,0.1484144,0.1194523,0.004504135],"study_design_scores_gemma":[0.0006950409,0.00005410449,0.3768725,0.0001565133,0.0001342229,0.000004369255,0.03420365,0.002111078,0.01013099,0.01309748,0.5614071,0.001132833],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823496,0.00001446907,0.0001833779,0.008629528,0.005615374,0.0005972609,0.00002274963,0.0001705085,0.002417082],"genre_scores_gemma":[0.9898732,0.000003486715,0.008494063,0.000155476,0.0005044241,0.0001429753,0.000005980226,0.00001702068,0.0008033856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4419549,"threshold_uncertainty_score":0.9968839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005314650022512818,"score_gpt":0.234978914420257,"score_spread":0.2296642643977442,"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."}}