{"id":"W7021127639","doi":"","title":"Newsbrief - roofing researchers to develop new test protocol for quantifying air leakage through low-slope roof assemblies","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"High-Energy Particle Collisions Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Roof; Test (biology); Leakage (economics)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001421202,0.0002767873,0.0003135016,0.0002068172,0.0005460426,0.0002453669,0.0006141072,0.00008730179,0.0006266688],"category_scores_gemma":[0.0008764996,0.0002566256,0.0001069424,0.001735144,0.00007895566,0.0004798028,0.0003603814,0.000369984,0.000275443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000159024,"about_ca_system_score_gemma":0.0009291642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004979884,"about_ca_topic_score_gemma":0.0002674718,"domain_scores_codex":[0.9968105,0.00008521919,0.0005305237,0.0005870388,0.0006908409,0.001295879],"domain_scores_gemma":[0.9972015,0.001062517,0.00009193311,0.0005624989,0.0005595046,0.0005220379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001326883,0.001347881,0.06282324,0.0003245565,0.0002696971,0.0000524747,0.004271215,0.01077388,0.4086831,0.1934065,0.1625339,0.1541867],"study_design_scores_gemma":[0.004121684,0.0005508059,0.01513521,0.0004011856,0.00001580871,0.000001508442,0.001571831,0.006317373,0.3249851,0.005252969,0.6407421,0.0009044145],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1613335,0.000006597618,0.5927665,0.005329441,0.0001534427,0.1299977,0.00005164239,0.0002852179,0.1100759],"genre_scores_gemma":[0.8172577,2.607993e-7,0.09814595,0.0001055686,0.0008311513,0.07383867,0.00002405162,0.0001219679,0.009674663],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6559242,"threshold_uncertainty_score":0.9999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1442252948697646,"score_gpt":0.4300880938550199,"score_spread":0.2858627989852554,"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."}}