{"id":"W4406525716","doi":"10.70961/gvur1794","title":"Study of the dynamic thermal behavior of the walls of standard constructions in Madagascar","year":2024,"lang":"en","type":"article","venue":"International Journal of Engineering Sciences and Technologies","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre de Recherche Industrielle du Québec","funders":"","keywords":"Thermal; Geology; Materials science; Geography; Meteorology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001274792,0.00005808484,0.0001211682,0.0002845526,0.00001298909,0.0000172698,0.000383519,0.00002867313,0.000002872211],"category_scores_gemma":[0.00005384468,0.00003244653,0.00006232704,0.0004217791,0.0001563863,0.00009294249,0.00005183567,0.0001370661,1.877368e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002855482,"about_ca_system_score_gemma":0.00001988456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001162797,"about_ca_topic_score_gemma":0.00001468168,"domain_scores_codex":[0.9993488,0.000004960858,0.0002876796,0.00004770253,0.0002578118,0.00005304358],"domain_scores_gemma":[0.9997492,0.00004515379,0.0000652756,0.00007023913,0.0000644281,0.00000566375],"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":[0.000002442499,0.00001409318,0.01027727,0.00003074093,0.0001267311,0.000003679012,0.0004049472,0.9427403,0.0318071,0.001803631,0.000005376216,0.01278371],"study_design_scores_gemma":[0.0008719285,0.0004204206,0.2907814,0.001291195,0.0002129458,0.0003079252,0.01669657,0.5099128,0.1781023,0.0009142588,0.0001832903,0.0003049092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972654,0.0006412208,0.00122347,0.0001407866,0.0006281375,0.00004474727,0.00001027173,0.00002984998,0.00001611378],"genre_scores_gemma":[0.9994345,0.00007310337,0.0004790153,3.824003e-7,0.000005356051,0.000001388339,5.455241e-8,0.00000338074,0.000002839463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4328275,"threshold_uncertainty_score":0.1323131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006900559532642796,"score_gpt":0.2486877518107208,"score_spread":0.241787192278078,"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."}}