{"id":"W2136154390","doi":"10.1520/jai103744","title":"Dual Barrier Protected Membrane Roof Assemblies","year":2011,"lang":"en","type":"article","venue":"Journal of ASTM International","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Halsall (Canada)","funders":"","keywords":"Materials science; Roof; Dual (grammatical number); Membrane; Composite material; Structural engineering; Chemistry; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001325615,0.0000790156,0.0001351556,0.0001455783,0.00001858873,0.00003396037,0.0001504731,0.00003908895,0.002529642],"category_scores_gemma":[0.00007205915,0.00005922961,0.0001132379,0.00009835043,0.00001247511,0.0003067508,0.00001369797,0.0001378075,0.00001212999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004077728,"about_ca_system_score_gemma":0.0000129369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003616749,"about_ca_topic_score_gemma":0.000003686197,"domain_scores_codex":[0.9991686,0.00001414475,0.0003838401,0.00004976059,0.0003080791,0.00007558314],"domain_scores_gemma":[0.9994141,0.00001404977,0.0001479365,0.0000541075,0.0003201692,0.00004963151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007503539,0.0002994911,0.02986853,0.0001103582,0.006599992,0.0003952481,0.005985745,0.5060288,0.3452752,0.008440025,0.03046352,0.06578282],"study_design_scores_gemma":[0.003214236,0.0004184008,0.2417324,0.0002136889,0.0003027794,0.00135998,0.0005565648,0.353103,0.3652616,0.003911586,0.02900296,0.0009227681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9538609,0.00009033221,0.02432943,0.0002205131,0.00188857,0.00006286326,0.00001047448,0.00004356069,0.01949333],"genre_scores_gemma":[0.9888324,0.00002706567,0.01038756,0.00002310193,0.0003779307,0.000001117893,0.000004394937,0.00001042292,0.0003360542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2118639,"threshold_uncertainty_score":0.9983822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0133023018810438,"score_gpt":0.205511361115517,"score_spread":0.1922090592344732,"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."}}