{"id":"W4410348061","doi":"10.47392/irjaem.2025.0288","title":"IoT Based Women Safety Devices with Screaming Detection and Photo Capturing","year":2025,"lang":"en","type":"article","venue":"International Research Journal on Advanced Engineering and Management (IRJAEM)","topic":"IoT-based Smart Home Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WSP (Canada)","funders":"","keywords":"Screaming; Computer science; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002763736,0.0006587106,0.0003579857,0.0007336815,0.0003590741,0.0006538732,0.0009253566,0.0006838656,0.008824511],"category_scores_gemma":[0.0006344716,0.0002515271,0.0004319855,0.0004614022,0.000238723,0.000754949,0.001055181,0.0003274279,0.002495395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002055887,"about_ca_system_score_gemma":0.0002425143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004137746,"about_ca_topic_score_gemma":0.0005902824,"domain_scores_codex":[0.9996464,0.0000657826,0.00002510067,0.00007108693,0.0001401204,0.00005136838],"domain_scores_gemma":[0.9997085,0.00005710209,0.00004805045,0.00005412622,0.00009683491,0.00003531067],"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":[0.001521532,0.0007433263,0.02925032,0.001606117,0.0001464491,0.002808239,0.002658625,0.002232669,0.2149019,0.009431075,0.05585098,0.6788488],"study_design_scores_gemma":[0.0003962667,0.005016538,0.07564641,0.001124397,0.0006952879,0.01253134,0.003746206,0.05391283,0.2887942,0.008667126,0.5490594,0.0004100611],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3970563,0.003167168,0.4204513,0.003595288,0.001636872,0.002117356,0.004843866,0.009274177,0.1578576],"genre_scores_gemma":[0.8436916,0.001692891,0.07886917,0.001584013,0.0002537739,0.001279607,0.001442032,0.0002062725,0.07098066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008824511,"threshold_uncertainty_score":0.02952087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008178126542959336,"score_gpt":0.2623765354133181,"score_spread":0.2541984088703588,"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."}}