{"id":"W7029950938","doi":"","title":"Making progress: a North American group shows how to design durable mechanically attached flexible membrane roof assemblies","year":2006,"lang":"en","type":"article","venue":"NPARC","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Waterproofing; Roof; Group (periodic table); Flat roof; Resist; Aerospace","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001073188,0.0002082123,0.000306821,0.0001405609,0.00009373133,0.000177465,0.0001939118,0.00004135481,0.0001202366],"category_scores_gemma":[0.00002218376,0.0001819413,0.00008328127,0.0008312555,0.00002579955,0.0001851352,0.00003465029,0.0001033956,0.00001368626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007305401,"about_ca_system_score_gemma":0.000008277413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001981048,"about_ca_topic_score_gemma":0.0004114535,"domain_scores_codex":[0.9988534,0.00003792268,0.0002220638,0.0002618186,0.0002623586,0.0003624092],"domain_scores_gemma":[0.9995341,0.00003810689,0.00006233829,0.0002251418,0.00006557544,0.00007471308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004980442,0.00003767106,0.005265361,0.00007124346,0.0001408044,0.00001537754,0.0001013233,0.8228071,0.1396174,0.001300463,0.003967468,0.02662594],"study_design_scores_gemma":[0.0005375363,0.0002533774,0.03380303,0.00006360793,0.0001789102,0.00001483015,0.000122322,0.8944301,0.06641372,0.001151651,0.002032815,0.0009981281],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3884496,0.0001106229,0.6055489,0.001000778,0.0001471141,0.0005549857,0.00001137677,0.0009362226,0.003240444],"genre_scores_gemma":[0.8553734,0.000009532505,0.1441015,0.00006289871,0.0001155536,0.00005959546,0.00002566591,0.00003720616,0.0002146024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4669239,"threshold_uncertainty_score":0.7419351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02192642598899031,"score_gpt":0.2409202498705525,"score_spread":0.2189938238815622,"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."}}