{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00228353,0.001074526,0.0002860337,0.0006372007,0.001412838,0.001382165,0.0008899291,0.001423924,0.006999758],"category_scores_gemma":[0.001674894,0.0003928508,0.0007347812,0.0006497255,0.0007241267,0.0017758,0.001026253,0.001332973,0.003316209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008597227,"about_ca_system_score_gemma":0.001267593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00820476,"about_ca_topic_score_gemma":0.01418897,"domain_scores_codex":[0.9988804,0.0002408102,0.00004327753,0.000120175,0.0006073449,0.0001080729],"domain_scores_gemma":[0.9994434,0.00009043763,0.00003035319,0.0001056965,0.0002968522,0.00003323779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001210851,0.000391516,0.004710983,0.000549888,0.00009521667,0.0004346234,0.002056707,0.06761035,0.08694243,0.06207101,0.06149979,0.7135163],"study_design_scores_gemma":[0.00009206054,0.001021778,0.006991498,0.0003645429,0.0001252235,0.0006244435,0.00215526,0.07360175,0.1108633,0.02428539,0.7796904,0.0001843318],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1388401,0.005650602,0.6312029,0.01471982,0.0006988408,0.0005351146,0.0003114165,0.002531679,0.2055095],"genre_scores_gemma":[0.3649755,0.007169531,0.5377454,0.001967035,0.0001270765,0.0004109789,0.0005999701,0.001040652,0.08596377],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00820476,"threshold_uncertainty_score":0.02341652,"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."}}