{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003523514,0.0000831279,0.0001465576,0.00006901178,0.00002673726,0.00001256608,0.00007894655,0.0001168812,0.000007476573],"category_scores_gemma":[0.00005437312,0.00007830821,0.00003942918,0.00009922862,0.0000131299,0.00009198589,0.00001927846,0.0001287183,0.000002152419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006031481,"about_ca_system_score_gemma":0.000008190996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001062141,"about_ca_topic_score_gemma":0.0001289135,"domain_scores_codex":[0.9992688,0.00001710892,0.0002117859,0.0001220604,0.0001458387,0.0002344382],"domain_scores_gemma":[0.9996464,0.00007518679,0.00002227492,0.0001657935,0.000049103,0.00004118948],"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":[0.0002486176,0.000104738,0.0003324888,0.002159012,0.00003784346,0.00001160359,0.0008327013,0.03147379,0.2211898,0.0007011283,0.0005347393,0.7423736],"study_design_scores_gemma":[0.0003434106,0.00007140732,0.01765526,0.0002060902,0.000002065792,0.000002619091,0.0001032898,0.9780231,0.00165903,0.0001220148,0.001716241,0.00009552201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934042,0.0006106129,0.003308109,0.000143773,0.0003117417,0.0008564714,0.00002522354,0.00008050753,0.001259333],"genre_scores_gemma":[0.9988679,0.0003618961,0.0005042003,0.000001024418,0.00004799421,0.00007810158,0.00001009593,0.00002291384,0.0001058411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9465492,"threshold_uncertainty_score":0.3193316,"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."}}