{"id":"W7019277361","doi":"","title":"Fire detection in roadway tunnels","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fire detection; Noise (video); Leak detection; Feature (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005159162,0.0003736741,0.0003440629,0.002198988,0.0008085172,0.0005015105,0.0003813346,0.0006385192,0.006369175],"category_scores_gemma":[0.002437986,0.0001520974,0.0003385762,0.001364855,0.0002385751,0.000373425,0.0004553886,0.000395891,0.0007776316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000587356,"about_ca_system_score_gemma":0.0008157553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1065861,"about_ca_topic_score_gemma":0.1780018,"domain_scores_codex":[0.9996166,0.00006555107,0.00001768892,0.00005627515,0.0001518573,0.00009206887],"domain_scores_gemma":[0.9980677,0.0006164607,0.0002445311,0.00007566354,0.000800923,0.0001947546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00112665,0.000282266,0.8396005,0.0004178127,0.0001180597,0.002691806,0.004070865,0.01121512,0.01512621,0.0009861842,0.01124547,0.113119],"study_design_scores_gemma":[0.00002115763,0.0003401307,0.9816594,0.00008970482,0.00003450367,0.0008181885,0.0025747,0.004500171,0.003318034,0.0002141621,0.006383683,0.00004621996],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860851,0.0006293546,0.002528106,0.0001531322,0.00005591516,0.00004088606,0.003269929,0.0001458428,0.007091708],"genre_scores_gemma":[0.9852663,0.0002912609,0.002040008,0.00002816505,0.0000152422,0.00002166945,0.001630231,0.00003342919,0.01067355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1065861,"threshold_uncertainty_score":0.2119314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01186090430509431,"score_gpt":0.2108584056306375,"score_spread":0.1989975013255432,"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."}}