{"id":"W4385462753","doi":"10.32920/23811228","title":"Thermal Analysis of Insulated Concrete Form (ICF) Walls","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Phase Change Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Thermal; Inlet; Heat transfer; Materials science; Heat transmission; Transient (computer programming); Mechanics; Dynamic insulation; Thermal energy storage; Structural engineering; Thermal insulation; Vacuum insulated panel; Thermodynamics; Composite material; Mechanical engineering; Engineering; Computer science; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001221236,0.0003191963,0.0003311362,0.0001991039,0.000241236,0.0004310359,0.0004132607,0.0004651264,0.00110645],"category_scores_gemma":[0.0003274316,0.0002062759,0.0003371205,0.0001892455,0.0005285607,0.0002858889,0.0001860659,0.0002669323,0.0001905348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005208416,"about_ca_system_score_gemma":0.0004883936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004328909,"about_ca_topic_score_gemma":0.002468047,"domain_scores_codex":[0.9999249,0.00001035314,0.000002628573,0.00001639845,0.00002846433,0.00001720215],"domain_scores_gemma":[0.9998848,0.00003812597,0.00002488687,0.00001479995,0.00002661239,0.00001069355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004174673,0.00002068356,0.000901671,0.00004597482,0.000006742073,0.0001444965,0.00004993957,0.9433647,0.05059933,0.001816271,0.0001058374,0.002902591],"study_design_scores_gemma":[0.000008305828,0.00005158851,0.0015816,0.00001060325,0.000005460909,0.00004096991,0.00002989626,0.9835955,0.01389284,0.0003663211,0.0004054598,0.00001147303],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9450459,0.0001455816,0.0439041,0.00005809873,0.00001946166,0.00002632901,0.0001920095,0.0001294683,0.01047889],"genre_scores_gemma":[0.9915451,0.00008571405,0.005307199,0.000007692768,0.000002173084,0.00001485096,0.00008124451,0.00001872932,0.002937435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004328909,"threshold_uncertainty_score":0.008607447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0879929751692622,"score_gpt":0.3162637586742709,"score_spread":0.2282707835050087,"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."}}