{"id":"W7093665778","doi":"","title":"Hygrothermal Performance Assessment of Wall Systems With Various Concrete and Insulation Configurations","year":2018,"lang":"","type":"article","venue":"Syracuse University Libraries (Syracuse University)","topic":"American Environmental and Regional History","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Moisture; Building envelope; Envelope (radar); Thermal insulation; Water content; Snow; Ultimate tensile strength; Compressive strength","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0001368479,0.0005053299,0.0005693935,0.0004385314,0.001415607,0.00005661402,0.0006482748,0.0002673571,0.001216432],"category_scores_gemma":[0.000004865361,0.0005295909,0.0001134465,0.0009385931,0.0138359,0.003065671,0.0006157445,0.0003814432,0.00008237251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008797029,"about_ca_system_score_gemma":0.0003424381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001208165,"about_ca_topic_score_gemma":0.00005592066,"domain_scores_codex":[0.9973805,0.0002741975,0.0003242221,0.0008532194,0.0006316237,0.0005362583],"domain_scores_gemma":[0.9981821,0.0001262816,0.0006529022,0.000549061,0.00007326847,0.0004163604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01291153,0.00185478,0.5484678,0.001584072,0.004117444,0.002705986,0.07003275,0.02493666,0.0556331,0.2666052,0.003177139,0.007973553],"study_design_scores_gemma":[0.005979417,0.004395836,0.4312378,0.0005179451,0.001114678,0.0001417411,0.03227454,0.03835267,0.0009028087,0.00002260304,0.4830222,0.002037824],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9259636,0.0001043858,0.002775223,0.0003020749,0.0001987652,0.0007237159,0.0002335108,0.00008663649,0.06961209],"genre_scores_gemma":[0.9732872,0.0007948616,0.001750916,0.00008205505,0.00006004333,2.942409e-7,0.00003489336,0.00003844379,0.02395131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.479845,"threshold_uncertainty_score":0.9998844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006446485768197746,"score_gpt":0.1565106267442441,"score_spread":0.1500641409760463,"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."}}