{"id":"W7133020436","doi":"","title":"Performance of Green Roof Integrated Solar Photovoltaics in Toronto","year":2018,"lang":"","type":"dissertation","venue":"TSpace","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Green roof; Photovoltaics; Building-integrated photovoltaics; Photovoltaic system; Renewable energy; Urban heat island; Roof; Electricity generation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001249098,0.0003725647,0.0002759379,0.0002104534,0.0007682322,0.0005897737,0.0004278855,0.0003218889,0.002321397],"category_scores_gemma":[0.0002303914,0.0001736994,0.000280616,0.000566232,0.0002291306,0.0002314771,0.0003491482,0.0001876133,0.0006355055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004117546,"about_ca_system_score_gemma":0.001200625,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3784719,"about_ca_topic_score_gemma":0.5482667,"domain_scores_codex":[0.9997371,0.000009400472,0.000007524093,0.00004691065,0.000124487,0.00007456024],"domain_scores_gemma":[0.9997527,0.00001802565,0.00001279842,0.00001252839,0.000162308,0.00004167056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002062377,0.0003620969,0.04985984,0.0003248001,0.00009823459,0.0009674478,0.001750699,0.02139087,0.8796436,0.0003217849,0.003650041,0.03956816],"study_design_scores_gemma":[0.0001227214,0.00285967,0.4783209,0.00003555866,0.0001795387,0.0002247675,0.003347552,0.02489233,0.4808349,0.00008500827,0.009018472,0.00007849986],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975469,0.00004962338,0.0001186382,0.00001155048,0.000003377767,0.000007256306,0.0002361424,0.00003251778,0.0019941],"genre_scores_gemma":[0.9967781,0.00006577188,0.0002260358,0.000008207685,0.00000138919,0.000005038494,0.000383449,0.0000101128,0.002521933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6215281,"threshold_uncertainty_score":0.7525378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01081979455694772,"score_gpt":0.2766207488939095,"score_spread":0.2658009543369618,"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."}}