{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004029826,0.0004860476,0.000168003,0.0005851034,0.0007957197,0.0006128539,0.0003941623,0.000383005,0.0009111488],"category_scores_gemma":[0.0003132157,0.0002238833,0.0003682368,0.000349533,0.000317425,0.0003459656,0.0002860863,0.0004957542,0.0005041593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001601899,"about_ca_system_score_gemma":0.002763492,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05099418,"about_ca_topic_score_gemma":0.1660554,"domain_scores_codex":[0.9997445,0.000009457695,0.000005751622,0.00002520235,0.0001711584,0.00004401441],"domain_scores_gemma":[0.9998362,0.00001289855,0.00002910346,0.00001214567,0.00007864547,0.00003101479],"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":[0.00004516537,0.00003576563,0.0008214101,0.0001829433,0.000007007725,0.0002729906,0.0002966239,0.004161339,0.942256,0.002775839,0.0011704,0.04797461],"study_design_scores_gemma":[0.00001121407,0.0005231624,0.01331307,0.00008190858,0.00005058205,0.0004719145,0.0002540883,0.008124699,0.8781319,0.000285137,0.09868952,0.00006287741],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8561549,0.002965759,0.09861027,0.0002741503,0.0002608711,0.0003020875,0.000451575,0.0008426646,0.04013775],"genre_scores_gemma":[0.7714144,0.004055751,0.1710345,0.00009249858,0.0000235066,0.0001334508,0.0006994899,0.0001915082,0.05235491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9490058,"threshold_uncertainty_score":0.1013947,"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."}}