{"id":"W7061491650","doi":"","title":"Proposed Idealized Design Fire Curves for Road Tunnels","year":2011,"lang":"en","type":"article","venue":"NPARC","topic":"Thermal Analysis in Power Transmission","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Combustion; Fire protection; Fire safety; Base (topology); Set (abstract data type); Idealization","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001805645,0.0001295989,0.0001797269,0.00003322442,0.00004167412,0.000008328935,0.0001852535,0.00005931166,0.001250401],"category_scores_gemma":[0.00002281671,0.0001087882,0.0001012825,0.00009719213,0.00002083032,0.00008157636,0.000008512265,0.0000701576,0.00004433356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000194108,"about_ca_system_score_gemma":0.00001058025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006863792,"about_ca_topic_score_gemma":8.627518e-7,"domain_scores_codex":[0.9993243,0.00003055374,0.0001845636,0.0001366327,0.0001079444,0.000215988],"domain_scores_gemma":[0.9996389,0.0000331798,0.00002010704,0.000200939,0.0000326596,0.00007426971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003153704,0.0001737213,0.0001223046,0.001358394,0.000515628,0.00002048202,0.002942936,0.003400844,0.7540949,0.001567924,0.04194753,0.1935399],"study_design_scores_gemma":[0.001965966,0.0002349164,0.001367928,0.0006424747,0.0003171994,0.000008219024,0.00006245288,0.2938919,0.656332,0.03310212,0.01119636,0.0008784939],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02069582,0.001378559,0.951217,0.0001770944,0.0003853458,0.001041823,0.00002153283,0.0009473859,0.02413542],"genre_scores_gemma":[0.9499864,0.0001783305,0.04912305,0.00007045916,0.00003963324,0.00005974573,0.000007878121,0.00004494139,0.0004895636],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9292906,"threshold_uncertainty_score":0.9996626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04220192065754805,"score_gpt":0.2322534504869032,"score_spread":0.1900515298293551,"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."}}