{"id":"W2611042873","doi":"","title":"An energy simulation study of wall systems for Canadian Arctic Homes","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Energy (signal processing); Environmental science; Computer science; Meteorology; Geography; Mathematics; Geology; Oceanography; Statistics","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":[0.00009667229,0.00007528558,0.0001416864,0.00007917913,0.00003022915,0.00003037702,0.0001025532,0.00003642383,0.00002861065],"category_scores_gemma":[0.00001450793,0.00007207951,0.00001502146,0.00003697042,0.000004510635,0.00009207983,0.000001915849,0.00001744612,0.000001813181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008263507,"about_ca_system_score_gemma":0.00001401155,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01734894,"about_ca_topic_score_gemma":0.005343995,"domain_scores_codex":[0.9995015,0.00002163775,0.0001640704,0.00008254614,0.00007183503,0.0001584698],"domain_scores_gemma":[0.999675,0.0000182172,0.00001948332,0.0001674178,0.00004584593,0.00007398441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001140095,0.00003379421,0.00009247009,0.00005497079,0.0000182941,8.857393e-7,0.0003722108,0.9063474,0.09019769,0.0002151909,0.00007781885,0.00257789],"study_design_scores_gemma":[0.000607984,0.0007533801,0.003404789,0.00005383708,0.00002448864,9.20732e-7,0.0001826032,0.9839537,0.007669781,0.0004925018,0.002624569,0.0002314053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979439,0.00005083519,0.0006856549,0.00002080505,0.0001734638,0.0002869423,0.00000650191,0.0000854972,0.0007463462],"genre_scores_gemma":[0.9996983,0.000003070132,0.0001253533,0.00002234573,0.00007113899,0.00002028121,0.000004051842,0.00002066729,0.00003481247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08252791,"threshold_uncertainty_score":0.9891946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633095743047972,"score_gpt":0.2298201706833919,"score_spread":0.2134892132529122,"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."}}