{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000523744,0.0006959169,0.0007827769,0.001670447,0.0004982411,0.001246081,0.0008406923,0.0009093622,0.008762634],"category_scores_gemma":[0.000867475,0.0002541322,0.0004380255,0.0004544923,0.00024678,0.001038008,0.001080157,0.0004284683,0.003926636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003457849,"about_ca_system_score_gemma":0.0004296156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005355637,"about_ca_topic_score_gemma":0.0003830989,"domain_scores_codex":[0.9994374,0.00006172816,0.00002841271,0.0001467186,0.0002700362,0.00005564255],"domain_scores_gemma":[0.9995382,0.0001079459,0.00003245427,0.00004328117,0.0002326,0.00004558055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007868145,0.0003066505,0.005945033,0.0005725319,0.00008154267,0.0005720424,0.0004477514,0.003596228,0.2804984,0.003108778,0.01536736,0.6887169],"study_design_scores_gemma":[0.0005190349,0.0038243,0.01955931,0.000430628,0.0006100324,0.003680737,0.0008455886,0.3227522,0.469542,0.008935021,0.1689226,0.0003784192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1079265,0.001457736,0.8176838,0.0007063971,0.001141127,0.0007015646,0.001224803,0.03593036,0.03322781],"genre_scores_gemma":[0.7424029,0.0008362018,0.2149652,0.00100362,0.0004309127,0.0007554453,0.001671349,0.0004547965,0.03747966],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008762634,"threshold_uncertainty_score":0.02931392,"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."}}