{"id":"W7051545733","doi":"","title":"Optimizing Green Roof Design Parameter and Their Effects on Thermal Performance under Current and Future Climates in the City of Toronto","year":2022,"lang":"en","type":"other","venue":"York University Digital Library (York University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Current (fluid); Roof; Green roof; Energy consumption; Thermal; Precipitation; Thermal comfort; Thermal insulation","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004720898,0.0002757574,0.0002809117,0.0002323812,0.0001542868,0.00008733274,0.0005427003,0.00007945426,0.01434781],"category_scores_gemma":[8.313324e-7,0.0002352357,0.00008758562,0.0002775186,0.0001408822,0.0002555422,0.0006156338,0.0003260697,0.000002387059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002678806,"about_ca_system_score_gemma":0.00007610436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004684147,"about_ca_topic_score_gemma":0.00004373465,"domain_scores_codex":[0.9989263,0.0001876658,0.00008978642,0.0003548844,0.0001887098,0.0002526116],"domain_scores_gemma":[0.9991822,0.0003138093,0.0001275312,0.0002830597,0.000007257088,0.00008614588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001382848,0.0009744249,0.1077179,0.0007484923,0.0005650716,0.0000956882,0.003351507,0.00005809739,0.00002340256,0.0178167,0.07684568,0.7904202],"study_design_scores_gemma":[0.00110079,0.0003426472,0.006737259,0.000153026,0.00004348646,5.75891e-7,0.009371561,0.0001272435,0.000025298,0.00003247499,0.981715,0.0003506021],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06296283,0.0007839765,0.00006919482,0.0002490937,0.00007070206,0.0008245606,0.0004425863,0.00005889176,0.9345382],"genre_scores_gemma":[0.5489547,0.001780654,0.0005824929,0.0001398735,0.0004980325,0.000003078448,0.0007261566,0.0002283746,0.4470866],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9048694,"threshold_uncertainty_score":0.9865532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170894263154681,"score_gpt":0.1785007807795204,"score_spread":0.1667918381479736,"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."}}