{"id":"W7027046738","doi":"","title":"Benchmarking 3D thermal model against field measurement on the thermal response of an insulating concrete form (ICF) wall in cold climate","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"Natural Resources Canada","keywords":"Scope (computer science); Work (physics); Field (mathematics); Heat transmission; Transient (computer programming); Benchmarking; Thermal; Experimental data","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002403289,0.0002103029,0.0002461484,0.00008014882,0.00008696031,0.00005266404,0.0003643049,0.0001354146,0.0001685658],"category_scores_gemma":[0.000180765,0.0001564263,0.00005460014,0.00007158129,0.00004649312,0.0001783105,0.00007294023,0.0003688979,0.000007826633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006810132,"about_ca_system_score_gemma":0.00003274975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002627731,"about_ca_topic_score_gemma":0.00002798963,"domain_scores_codex":[0.9984545,0.0001356036,0.0004344435,0.0001876599,0.0003712799,0.0004165038],"domain_scores_gemma":[0.9991583,0.0001884586,0.00008425681,0.0004543593,0.00005561797,0.00005902692],"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":[0.0003829569,0.000008842125,0.0001628067,0.0000425787,0.00001602929,0.000003655824,0.0007602343,0.08017655,0.9146653,0.0002567571,0.0000102619,0.003514037],"study_design_scores_gemma":[0.0003242762,0.0000960088,0.0008544847,0.0001558884,0.000004798155,5.19876e-7,0.00001837267,0.4644126,0.5338907,0.0000474728,0.00003717099,0.0001577282],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906996,0.000009169484,0.00003669804,0.0001518257,0.0001999207,0.0003742775,0.000008737568,0.0001097386,0.008409983],"genre_scores_gemma":[0.9972918,0.000007358729,0.002147484,0.0003568936,0.00008191369,0.00005032833,0.000001308149,0.00005893107,0.000003954012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3842361,"threshold_uncertainty_score":0.637888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02609658573470792,"score_gpt":0.2206594184728174,"score_spread":0.1945628327381095,"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."}}