{"id":"W4416873616","doi":"10.1109/dsc65356.2025.11260872","title":"Dynamic Decision Support Framework for Smart Home Security","year":2025,"lang":"en","type":"article","venue":"","topic":"User Authentication and Security Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Research and Productivity Council; Queen's University","funders":"","keywords":"Usability; Home automation; Security controls; Work (physics); Portfolio; Human-computer interaction in information security; Security testing; Control (management)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003676765,0.0000986702,0.0001535369,0.0001390511,0.0001171659,0.0002015062,0.0008204926,0.0001014868,0.00004792458],"category_scores_gemma":[0.0001087441,0.00008696155,0.00009707751,0.0003954606,0.00001953155,0.0002090533,0.0001749285,0.00009080899,0.0001619126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004007726,"about_ca_system_score_gemma":0.00008385376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009233888,"about_ca_topic_score_gemma":0.00004033633,"domain_scores_codex":[0.9989657,0.00002720555,0.0002668811,0.000349327,0.0001800222,0.0002108674],"domain_scores_gemma":[0.9987267,0.0003516169,0.00004492922,0.0007021861,0.000105818,0.00006877782],"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":[0.000006112373,0.00006798237,0.0005793434,0.00003298526,0.00001402165,8.327902e-7,0.003351147,3.097586e-7,0.00001670221,0.9781723,0.006789889,0.0109684],"study_design_scores_gemma":[0.0002494898,0.00003284604,0.001904874,0.00003760228,0.000004836181,0.000002235661,0.0000506238,0.2462017,0.0001090853,0.7063221,0.04496511,0.0001195114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01101613,0.0000444467,0.9817632,0.002678948,0.001319745,0.0003291325,0.000004173171,0.0002308575,0.002613307],"genre_scores_gemma":[0.9001889,0.000007471907,0.09600967,0.001260223,0.00001133087,0.0000432375,0.00000514152,0.000004478654,0.00246957],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8891727,"threshold_uncertainty_score":0.3546189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023496177714933,"score_gpt":0.2957755056014383,"score_spread":0.285540543824289,"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."}}