{"id":"W4237973705","doi":"10.1520/stp154120120002","title":"Measurement Uncertainty in Fire Tests— A Fire Laboratory Point of View","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Point (geometry); Environmental science; Fire test; Forensic engineering; Engineering; Mathematics; Structural engineering; Geometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006082404,0.0003072828,0.0004949827,0.0001030352,0.00001783791,0.00001085532,0.0002271435,0.0003078503,0.00093703],"category_scores_gemma":[0.00002718716,0.0002818611,0.0001182297,0.00007045989,0.00004867781,0.00005567999,0.00007592989,0.0005010323,0.0001039728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004482762,"about_ca_system_score_gemma":0.0001221303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001096235,"about_ca_topic_score_gemma":0.000585518,"domain_scores_codex":[0.9983792,0.00001434572,0.000463144,0.000198264,0.0006012704,0.0003437762],"domain_scores_gemma":[0.9991389,0.00003431879,0.00004922698,0.0004351882,0.0002245175,0.0001178286],"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":[0.0001194017,0.000347583,0.0007899283,0.01394101,0.001355376,0.0001956291,0.0009963675,0.02812053,0.00226213,0.1756901,0.02572991,0.750452],"study_design_scores_gemma":[0.001583947,0.0002717648,0.002621695,0.006637688,0.0001303235,0.00001130144,0.00006523714,0.2262146,0.0001502872,0.005893376,0.7538481,0.00257174],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001387289,0.06264573,0.00009471167,0.0003299245,0.0004738425,0.00112611,0.0002526753,0.0002714155,0.9334183],"genre_scores_gemma":[0.9273802,0.0195569,0.000344095,0.0001101699,0.0002598592,0.00007914936,0.0001041347,0.0003497504,0.05181577],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9259929,"threshold_uncertainty_score":0.9999763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02468662823464179,"score_gpt":0.2326537906822218,"score_spread":0.20796716244758,"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."}}