{"id":"W2972577142","doi":"10.15376/biores.14.4.8573-8599","title":"A conceptual framework for modelling the thermal conductivity of dry green roof substrates","year":2019,"lang":"en","type":"article","venue":"BioResources","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi; FPInnovations; Université Laval; Natural Sciences and Engineering Research Council of Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thermal conductivity; Materials science; Thermal decomposition; Porosity; Substrate (aquarium); Thermogravimetric analysis; Thermal; Porous medium; Roof; Composite material; Thermodynamics; Soil science; Environmental science; Chemistry; Geology; Structural engineering","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":[0.0006068034,0.000969009,0.0007981688,0.000903013,0.0004241341,0.001753443,0.001947201,0.00183989,0.001960059],"category_scores_gemma":[0.0008143033,0.000499625,0.001315796,0.0008800032,0.001125911,0.001715543,0.0007783811,0.001181194,0.0005543922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009218419,"about_ca_system_score_gemma":0.001087333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004993814,"about_ca_topic_score_gemma":0.00318762,"domain_scores_codex":[0.9997637,0.00005505948,0.00001562733,0.00006230816,0.00007285917,0.00003052289],"domain_scores_gemma":[0.9998293,0.00006186342,0.00002317698,0.00001677575,0.000055957,0.00001300136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001826959,0.00004724728,0.0003584719,0.000199927,0.00002681103,0.0001452298,0.0001113662,0.8864666,0.01207526,0.09359466,0.0003212013,0.006635051],"study_design_scores_gemma":[0.000008062771,0.00002764636,0.0001720178,0.00002638573,0.00001270587,0.00004746347,0.00003456484,0.9760129,0.001362403,0.01833606,0.003941181,0.00001869591],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01448603,0.0009888979,0.977084,0.0001858001,0.00007964981,0.00007894937,0.0002093979,0.0001524323,0.006734761],"genre_scores_gemma":[0.6577098,0.004536674,0.3215457,0.0001618757,0.0001569888,0.00116185,0.0004895462,0.0002452553,0.01399232],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004993814,"threshold_uncertainty_score":0.009929538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03237352668789307,"score_gpt":0.2239012973964224,"score_spread":0.1915277707085294,"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."}}