{"id":"W227221520","doi":"","title":"Locked Down Not Out: A Swarm of Portable Technologies Is Creating Security Headaches for School Districts, as They Must Wrestle, with Opposing Needs: How to Protect the Network from Unauthorized Use While Still Keeping It Accessible to Staff and Students","year":2007,"lang":"en","type":"article","venue":"T.H.E. Journal Technological Horizons in Education","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer security; Hacker; Roaming; Computer science; The Internet; World Wide Web; Internet privacy; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.001605991,0.0003357045,0.0004631728,0.0006456262,0.0005286163,0.0007320518,0.001635818,0.0003240241,0.000003380538],"category_scores_gemma":[0.00316707,0.0002350498,0.00006910644,0.002225551,0.0001745379,0.001001089,0.000717867,0.0009841872,0.000001397734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000409665,"about_ca_system_score_gemma":0.0002324932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001668286,"about_ca_topic_score_gemma":0.0001793597,"domain_scores_codex":[0.9973916,0.00009639708,0.0006769588,0.0006115264,0.000572018,0.0006514378],"domain_scores_gemma":[0.9973583,0.000680837,0.0006115545,0.0007378134,0.0004308648,0.0001806634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00161654,0.002336645,0.02793766,0.0001420601,0.000225836,0.00004894668,0.011588,0.00139161,0.02405389,0.01253801,0.002282358,0.9158384],"study_design_scores_gemma":[0.002693306,0.01138116,0.01801014,0.005235174,0.0001876263,0.0003516589,0.09242895,0.001473068,0.6020371,0.2453494,0.01838439,0.002467976],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5147344,0.0001521022,0.4786151,0.004408083,0.0001134519,0.001516404,0.000008919149,0.0004137085,0.00003786471],"genre_scores_gemma":[0.7630036,0.0001161881,0.2362845,0.0001603998,0.00007307083,0.0002968324,0.000001862139,0.00001903937,0.00004452677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9133705,"threshold_uncertainty_score":0.9585054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03579883689065021,"score_gpt":0.3309346685350313,"score_spread":0.2951358316443811,"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."}}