{"id":"W4409187371","doi":"10.32628/cseit25112766","title":"Safety Detection System using Sound","year":2025,"lang":"en","type":"article","venue":"International Journal of Scientific Research in Computer Science Engineering and Information Technology","topic":"Fire Detection and Safety Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Sound (geography); Computer science; Acoustics; Physics","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":[0.002919069,0.00006533052,0.0001096369,0.006430286,0.0001539171,0.0004545587,0.0005361187,0.00007061828,8.445531e-7],"category_scores_gemma":[0.000101367,0.00006268074,0.00002245498,0.002547379,0.0002612453,0.00181838,0.0001182861,0.0003545954,0.000003976453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006188055,"about_ca_system_score_gemma":0.0001000066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000448443,"about_ca_topic_score_gemma":0.000001364758,"domain_scores_codex":[0.998578,0.00001457117,0.0005047412,0.00009232605,0.000599165,0.0002112354],"domain_scores_gemma":[0.998884,0.00004814544,0.00006049928,0.0001190018,0.0008420726,0.00004627227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000202409,0.00001159861,0.0003209198,0.0001191431,0.00003443618,0.00001140421,0.0003717368,0.6992785,0.02245214,0.01460634,0.00004382548,0.2627297],"study_design_scores_gemma":[0.0002410523,0.00002165551,0.0004384482,0.0002147853,8.006537e-7,0.0001957331,0.0001784031,0.9843276,0.009038596,0.0002166821,0.005074439,0.0000517897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3266202,0.00006345252,0.6668689,0.0001370581,0.006003154,0.00006778184,0.000001232997,0.00007597791,0.0001622342],"genre_scores_gemma":[0.9954389,0.00001749553,0.004476885,0.000004144445,0.0000544047,0.000002097194,3.533231e-7,0.00000241126,0.000003316647],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6688187,"threshold_uncertainty_score":0.5737677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01637523631635023,"score_gpt":0.2855501689022718,"score_spread":0.2691749325859216,"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."}}