{"id":"W4387789582","doi":"10.2139/ssrn.4602047","title":"Reliability Assessment of Design Reference Year to Evaluate the Moisture Performance of the Building Envelope","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Envelope (radar); Reliability (semiconductor); Reliability engineering; Building envelope; Moisture; Environmental science; Computer science; Engineering; Meteorology; Telecommunications; Geography; Physics","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":[0.01578045,0.0005977611,0.0004846216,0.002384803,0.0007047569,0.0007421362,0.0009388842,0.0007665919,0.001621215],"category_scores_gemma":[0.04470249,0.0003497376,0.0008843506,0.001284041,0.0004309669,0.0005899244,0.0009674859,0.0006064828,0.001070238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000677847,"about_ca_system_score_gemma":0.0008472819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002816612,"about_ca_topic_score_gemma":0.003851787,"domain_scores_codex":[0.9913952,0.003130373,0.0008951977,0.001076733,0.003129038,0.0003734242],"domain_scores_gemma":[0.9177502,0.02608765,0.005036741,0.01146681,0.03831263,0.001345887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004785832,0.001396902,0.7156346,0.0003526786,0.0004079572,0.0001233688,0.004577445,0.00853768,0.04095718,0.001516423,0.004208732,0.2175011],"study_design_scores_gemma":[0.000121394,0.004877409,0.9431303,0.00007290398,0.0002110986,0.0001975443,0.0007270593,0.01762223,0.02504401,0.0004768824,0.00744274,0.00007638866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9031301,0.000663541,0.08642484,0.00006984533,0.0003253149,0.0005053011,0.00116977,0.0006440651,0.007067242],"genre_scores_gemma":[0.9758874,0.00007515477,0.0210001,0.00003151992,0.00004620821,0.0003292066,0.0009980156,0.0001274394,0.001504998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01578045,"threshold_uncertainty_score":0.08345598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04615157557598881,"score_gpt":0.3401256334931907,"score_spread":0.2939740579172019,"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."}}