{"id":"W7100102281","doi":"","title":"Recommended Citation D&amp;apos;Angela, Peter, &amp;quot;Emergency Vehicle Siren Noise Effectiveness &amp;quot; (2013). Electronic Theses and Dissertations. Paper 4967. Emergency Vehicle Siren Noise Effectiveness","year":2013,"lang":"en","type":"article","venue":"","topic":"Vehicle Noise and Vibration Control","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Siren (mythology); Windsor; Permission; Noise (video); Citation; Documentation","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007586998,0.000828689,0.0007709179,0.0003634765,0.0005026237,0.0002057908,0.0004204594,0.0003580423,0.003812381],"category_scores_gemma":[0.000291122,0.0007858897,0.0002977494,0.0008353774,0.00005793958,0.001971269,0.0000874671,0.0005403762,0.001341244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002524376,"about_ca_system_score_gemma":0.00008205664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001080559,"about_ca_topic_score_gemma":0.005263467,"domain_scores_codex":[0.9957074,0.0007150038,0.0009768032,0.0009235968,0.0005034502,0.001173774],"domain_scores_gemma":[0.9972221,0.0008636841,0.0001977554,0.0008353632,0.0004652921,0.0004158429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003768038,0.0005734646,0.05735493,0.000974656,0.0008772415,0.000002635262,0.00229687,0.007094861,0.8916408,0.001255583,0.004903447,0.03264865],"study_design_scores_gemma":[0.00652994,0.000549203,0.8995334,0.0003300246,0.0005719932,0.00002043053,0.0004561376,0.0286904,0.03140876,0.009841508,0.018699,0.003369201],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809113,0.001973843,0.01088549,0.0004059068,0.0008600279,0.002059732,0.00003603601,0.0007929657,0.002074672],"genre_scores_gemma":[0.9945186,0.001218986,0.0004753962,0.00008448079,0.0002449489,0.001529231,0.0002988907,0.0002023222,0.001427153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8602321,"threshold_uncertainty_score":0.9994592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02998161538421782,"score_gpt":0.2857559048211762,"score_spread":0.2557742894369583,"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."}}