{"id":"W4405079690","doi":"10.1007/978-981-97-8313-7_59","title":"Development and Validation of an Advanced Green Roof Energy Model","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"British Columbia Institute of Technology; Burnaby Hospital","funders":"","keywords":"Green roof; Model validation; Environmental science; Roof; Architectural engineering; Computer science; Engineering; Civil engineering; Data science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004426318,0.0006197335,0.000763205,0.00036308,0.0006416704,0.0008582645,0.001654855,0.001138067,0.004092057],"category_scores_gemma":[0.0007279654,0.0005050109,0.0007457703,0.0003747526,0.0003707772,0.000861902,0.0006664463,0.0008962631,0.001070103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007536382,"about_ca_system_score_gemma":0.001532522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02387966,"about_ca_topic_score_gemma":0.01841591,"domain_scores_codex":[0.9998403,0.00003109005,0.000008912225,0.00002441788,0.00007280661,0.0000224501],"domain_scores_gemma":[0.9996611,0.0001192275,0.00001909392,0.00005762411,0.0001195361,0.00002351871],"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":[0.00002858935,0.00004588808,0.000455214,0.0000252729,0.00001284162,0.00002572426,0.00001192376,0.990593,0.001599317,0.0008758302,0.0006452876,0.005681064],"study_design_scores_gemma":[0.00001700879,0.0000176451,0.000161834,0.000003029131,0.000005169839,0.000004843844,0.000005697404,0.9972692,0.001243354,0.0003238729,0.0009437925,0.000004611303],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4598199,0.000344186,0.4612386,0.0006168282,0.0004285265,0.0005466022,0.005810584,0.00722575,0.06396893],"genre_scores_gemma":[0.8617329,0.0001820062,0.1243633,0.00009734251,0.00003199666,0.0004137929,0.003082582,0.0006366298,0.00945951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02387966,"threshold_uncertainty_score":0.04748136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0078175881479282,"score_gpt":0.1870662697666679,"score_spread":0.1792486816187397,"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."}}