{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003555671,0.0004835862,0.0004531211,0.0008613429,0.000657565,0.0008276966,0.001145972,0.001099041,0.006842342],"category_scores_gemma":[0.0005987741,0.0003345458,0.0006691256,0.0004927788,0.0002342973,0.0008353314,0.001186112,0.0006426735,0.003796827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004141556,"about_ca_system_score_gemma":0.0002669091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004278463,"about_ca_topic_score_gemma":0.0004808476,"domain_scores_codex":[0.9994637,0.00005010859,0.00003026271,0.00007267141,0.000255012,0.0001282785],"domain_scores_gemma":[0.9994553,0.00003827295,0.00008637116,0.0001424006,0.0002032937,0.00007436533],"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":[0.0006343386,0.0001865141,0.005027844,0.0006771491,0.0001052226,0.002466243,0.0003182797,0.01075856,0.8404989,0.006319291,0.006056536,0.1269511],"study_design_scores_gemma":[0.00006932054,0.001594423,0.01540592,0.0001411014,0.0001323594,0.003256567,0.0003356644,0.02773742,0.8525745,0.0008461119,0.0977971,0.000109494],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8251143,0.00188039,0.1300171,0.0002672891,0.0006269593,0.0002301558,0.0009121452,0.004318322,0.03663339],"genre_scores_gemma":[0.9496985,0.0004613378,0.03485206,0.00006314588,0.00004531187,0.00006229604,0.0006001602,0.0001096688,0.01410748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006842342,"threshold_uncertainty_score":0.02288991,"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."}}