{"id":"W7132125539","doi":"","title":"International road tunnel fire detection research report project - findings & recommendations","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":"Ministère des Transports","keywords":"Fire detection; Fire safety; Fire test; Test (biology); Research program","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0005871045,0.00008274703,0.00008637855,0.0002265932,0.0002757692,0.00003982983,0.0002082807,0.00007782832,0.0004035954],"category_scores_gemma":[0.0001838617,0.00008718494,0.00004920183,0.0004069697,0.0000582374,0.0001577085,0.00007114012,0.000451241,0.00009659385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002179619,"about_ca_system_score_gemma":0.00005376543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001055307,"about_ca_topic_score_gemma":0.00004722272,"domain_scores_codex":[0.9988127,0.00003794691,0.0002162712,0.0001915745,0.000444144,0.0002973632],"domain_scores_gemma":[0.9994639,0.00006353986,0.00001320688,0.0002245232,0.0001797405,0.00005504755],"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":[0.0001013776,0.0002479921,0.004227271,0.0001098467,0.0002753881,0.00102041,0.003128999,0.001669559,0.2791529,0.001038081,0.1956775,0.5133506],"study_design_scores_gemma":[0.0004591219,0.00009292746,0.02170238,0.00004896312,0.000004199889,0.0009838192,0.0001841999,0.6952399,0.003564996,0.001271551,0.2761253,0.0003226465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8313011,0.00001407678,0.001275109,0.001850238,0.0007653765,0.0002945311,0.00002461058,0.0002547962,0.1642202],"genre_scores_gemma":[0.9945049,0.0004322738,0.001182505,0.000007129884,0.0001602305,0.0000787493,0.00008355047,0.00002684429,0.003523827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6935704,"threshold_uncertainty_score":0.4419087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0649528006050432,"score_gpt":0.3380533526830519,"score_spread":0.2731005520780087,"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."}}