{"id":"W6986194224","doi":"","title":"An overview of studies to assess the thermal and hygrothermal performance of highly insulated and zero energy ready wall assemblies","year":2017,"lang":"en","type":"article","venue":"NPARC","topic":"Family Business Performance and Succession","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resilience (materials science); Thermal insulation; Efficient energy use; Energy performance; Building envelope; Masonry veneer; Zero-energy building; Energy (signal processing); Building insulation","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":[0.0003335504,0.000150931,0.0002875468,0.0001047348,0.0003873743,0.0001572652,0.0003344454,0.00004925084,0.0000131862],"category_scores_gemma":[0.00003735767,0.00009331721,0.00002095571,0.0001154692,0.0001907657,0.001678579,0.0002904546,0.00005935985,0.000002247664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004908586,"about_ca_system_score_gemma":0.00001149409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004016192,"about_ca_topic_score_gemma":0.00005539249,"domain_scores_codex":[0.9991938,0.00001269594,0.0002422912,0.0001788749,0.0002038444,0.0001685304],"domain_scores_gemma":[0.9990243,0.0000302898,0.0002905447,0.0004066529,0.0002362294,0.00001193447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003262331,0.0001226551,0.6668346,0.001693504,0.0001136321,0.000003755218,0.0004949071,0.0001384676,0.2284412,0.01382585,0.0004563054,0.08754891],"study_design_scores_gemma":[0.0004403329,0.00006056196,0.9833262,0.000395869,0.00004970934,8.908024e-7,0.000142721,0.008004259,0.004730347,0.0004569391,0.002220945,0.0001711995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955696,0.0006976441,0.000004850383,0.0005397215,0.0001028346,0.0001039007,0.000001342122,0.00001898106,0.002961056],"genre_scores_gemma":[0.9976466,0.001491286,0.00006581552,0.000586824,0.0001151533,0.00001307565,0.000003579269,0.00001572796,0.00006190339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3164916,"threshold_uncertainty_score":0.3805366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09911271865089358,"score_gpt":0.3179184599831345,"score_spread":0.2188057413322409,"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."}}