{"id":"W4311681389","doi":"10.22215/etd/2022-15163","title":"The Development of a Highly Insulated, Thin Wall Assembly for Canadian Residential Construction","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Aerogels and thermal insulation","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Dalhousie University","funders":"","keywords":"Thermal insulation; Frame (networking); Engineering; Thermal; Thermal bridge; Greenhouse gas; Structural engineering; Roof; Architectural engineering; Footprint; Civil engineering; Mechanical engineering; Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001929292,0.0001797971,0.0001821783,0.00007525802,0.0007157371,0.00005295641,0.0002300075,0.0002613401,0.001098335],"category_scores_gemma":[0.00003986643,0.0001504761,0.0001000984,0.00008896593,0.00001881165,0.00005624667,0.00001565542,0.0002099188,0.000005073734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003173031,"about_ca_system_score_gemma":0.001303108,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03972457,"about_ca_topic_score_gemma":0.512464,"domain_scores_codex":[0.9987108,0.00001500521,0.0005420211,0.000226834,0.0002751439,0.0002302058],"domain_scores_gemma":[0.999104,0.00007185887,0.0003636821,0.0001981375,0.0001860518,0.00007621924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004617489,0.0003660996,0.002245441,0.004248046,0.00428784,0.00002481945,0.03693939,0.00111779,0.4265304,0.2100566,0.007570291,0.3019958],"study_design_scores_gemma":[0.001958747,0.00006471803,0.005960713,0.0002599891,0.0003337431,0.00001289049,0.018884,0.002606207,0.6678601,0.004705528,0.2960776,0.0012758],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480635,0.0001867839,0.00002657527,0.00006031483,0.0005912532,0.000256171,0.0000625625,0.00004244058,0.05071041],"genre_scores_gemma":[0.9670989,0.0000206534,0.001105708,0.00001416525,0.00007950069,0.0001591103,0.004296857,0.00004736253,0.02717772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4727394,"threshold_uncertainty_score":0.9998148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266670328779546,"score_gpt":0.254926156263782,"score_spread":0.2422594529759866,"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."}}