{"id":"W2152133177","doi":"10.6000/1929-6002.2012.01.02.4","title":"Simple Model for the Theoretical Survey of the Green Roof Thermal Behavior","year":2012,"lang":"en","type":"article","venue":"Journal of Technology Innovations in Renewable Energy","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Roof; Green roof; MATLAB; Computer science; Thermal; Civil engineering; Environmental science; Architectural engineering; Engineering; Meteorology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009700491,0.0000780593,0.0001387596,0.0001422631,0.0001012515,0.000004696744,0.0004964505,0.0001445474,0.00009258076],"category_scores_gemma":[0.0003181283,0.00004402984,0.0000482267,0.001102823,0.0004731476,0.0001495733,0.0001388234,0.000165785,5.610568e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009779937,"about_ca_system_score_gemma":0.00004324499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001355662,"about_ca_topic_score_gemma":0.002202749,"domain_scores_codex":[0.9990242,0.00005108517,0.0004623803,0.0000707168,0.0001853475,0.0002062738],"domain_scores_gemma":[0.9991412,0.0001721549,0.0002948276,0.000282787,0.00009213853,0.00001689808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002788471,0.0002196026,0.8361984,0.000002059318,0.00002219465,3.315891e-7,0.0001007386,0.0910563,0.02297715,0.03918023,0.002545153,0.007669982],"study_design_scores_gemma":[0.0008904621,0.0001441263,0.8146363,0.00002253725,0.00008405418,0.0000552482,0.0001567902,0.06148001,0.06626917,0.05340922,0.002659896,0.0001921585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96704,0.00009363792,0.03088008,0.001296456,0.0001538997,0.0001307106,0.00001657096,0.000007997097,0.0003806485],"genre_scores_gemma":[0.9981299,0.000008841114,0.001410706,0.0001086791,0.00002854284,0.00003667533,0.000002910951,0.000009561664,0.0002641717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04329203,"threshold_uncertainty_score":0.2049364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02188248997288394,"score_gpt":0.260600159671625,"score_spread":0.2387176696987411,"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."}}