{"id":"W3022120826","doi":"10.1016/b978-081551487-9.50017-7","title":"Roofing Materials","year":2002,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Architecture and Computational Design","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Roof; Durability; Asphalt; Environmental science; Natural rubber; Building material; Forensic engineering; Snow; Civil engineering; Engineering; Architectural engineering; Materials science; Composite material; Meteorology; Geography","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":["insufficient_payload"],"category_scores_codex":[0.00005277268,0.0003028829,0.0003128616,0.0001032393,0.00004535415,0.00003540684,0.0001508847,0.0001905155,0.001058076],"category_scores_gemma":[0.000001821575,0.0003018395,0.00009778083,0.00000470746,0.00002576648,0.00001601252,0.00003300441,0.0002179901,0.0009087379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004150197,"about_ca_system_score_gemma":0.000009887001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.901251e-8,"about_ca_topic_score_gemma":6.658663e-7,"domain_scores_codex":[0.9991794,0.0000073767,0.0002678962,0.0001840578,0.0001790334,0.0001822907],"domain_scores_gemma":[0.9996268,0.00003581518,0.0000433838,0.0002137941,0.00002147363,0.00005876954],"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":[0.000001465636,6.702102e-7,4.500636e-8,0.00008866133,0.00007785913,0.0000297141,0.00008464074,0.0006013368,0.000233096,0.005211677,0.0006394068,0.9930314],"study_design_scores_gemma":[0.00006823977,0.00001346845,0.000003069404,0.0002189411,0.00004035578,0.0000232742,2.809819e-7,0.0001587769,0.0005437898,0.03495141,0.96362,0.0003583825],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002031145,0.001094435,0.0003174707,0.000008474767,0.000473487,0.0001859284,0.00002606629,0.0003041819,0.9975696],"genre_scores_gemma":[0.003492436,0.00006195567,0.0008000641,0.0001125482,0.0006061578,0.00001679052,0.00002514648,0.0001361835,0.9947487],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.992673,"threshold_uncertainty_score":0.9999434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01205654761379441,"score_gpt":0.18939430857562,"score_spread":0.1773377609618256,"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."}}