{"id":"W2290293814","doi":"","title":"Challenges for use of fixed fire suppression systems in road tunnel fire protection","year":2007,"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":"Flammable liquid; Fire protection; Environmental science; Visibility; Engineering; Forensic engineering; Civil engineering; Meteorology; Waste management; Geography","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":[0.008936469,0.0006475235,0.0005977303,0.0006646345,0.001064756,0.003328343,0.004632492,0.002478534,0.01070613],"category_scores_gemma":[0.01248632,0.0002682835,0.0004947141,0.0005399074,0.001037698,0.003892528,0.001418361,0.001493905,0.00414017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418618,"about_ca_system_score_gemma":0.003434165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009463011,"about_ca_topic_score_gemma":0.005540903,"domain_scores_codex":[0.9964449,0.001381492,0.0001882273,0.0004014881,0.001234283,0.0003495467],"domain_scores_gemma":[0.9858471,0.004038175,0.0006729014,0.001374605,0.007171016,0.0008962351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006268631,0.0008291374,0.01270636,0.00151144,0.000133426,0.0005991443,0.0009617939,0.06619974,0.03265961,0.03237887,0.02347277,0.8279208],"study_design_scores_gemma":[0.0005830182,0.007420674,0.02659807,0.004109335,0.0003996066,0.003140249,0.01124083,0.2998333,0.05110498,0.05300786,0.5421153,0.0004468856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2412914,0.03456469,0.5150939,0.08489374,0.001779584,0.001744482,0.0007334073,0.00392385,0.115975],"genre_scores_gemma":[0.8242638,0.007697731,0.1515879,0.001813111,0.0004082115,0.0005023492,0.0003071622,0.0001994917,0.01322042],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01070613,"threshold_uncertainty_score":0.04726112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05398514109777049,"score_gpt":0.2680499689836348,"score_spread":0.2140648278858643,"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."}}