{"id":"W4321268528","doi":"10.52202/067657-0048","title":"EPDM Product Design and Longevity Considerations for Roofing Membranes","year":2022,"lang":"en","type":"article","venue":"","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dow Chemical (Canada)","funders":"","keywords":"Longevity; Product design; Membrane; Product (mathematics); Computer science; Engineering; Architectural engineering; Medicine; Mathematics; Biology; Gerontology","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":[0.001128883,0.0004287202,0.0002782877,0.0005405742,0.0004780104,0.001140607,0.0006162302,0.0009785868,0.002793765],"category_scores_gemma":[0.001342552,0.0002229269,0.0004455396,0.0003543725,0.0001985496,0.000934804,0.000510229,0.000457073,0.001002137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007215068,"about_ca_system_score_gemma":0.000472879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000532893,"about_ca_topic_score_gemma":0.0009687781,"domain_scores_codex":[0.9993683,0.00008600528,0.0000291503,0.00006567354,0.0003707586,0.00008020061],"domain_scores_gemma":[0.9993066,0.0001136445,0.0001421509,0.00006789573,0.0003365254,0.0000332479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006927359,0.0001113098,0.003522183,0.0008767733,0.00003440067,0.0008446567,0.0002338884,0.02371744,0.7972693,0.01699715,0.00479833,0.1509018],"study_design_scores_gemma":[0.00004877757,0.001685086,0.01079863,0.0001848488,0.0001132501,0.001757345,0.0003121513,0.03537816,0.8425825,0.003033221,0.1040509,0.00005512032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6107829,0.006884383,0.303521,0.0009399435,0.0004381452,0.0002920422,0.001092341,0.0007213357,0.07532784],"genre_scores_gemma":[0.8825026,0.00227394,0.08458533,0.0002015112,0.0001244473,0.0001869149,0.0006909387,0.0001930079,0.02924128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002793765,"threshold_uncertainty_score":0.009346068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03637586649734584,"score_gpt":0.2323439845346156,"score_spread":0.1959681180372697,"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."}}