{"id":"W6923798073","doi":"10.14288/1.0435812","title":"Assessment of Green Roof Suitability by Active Remote Sensing of University of British Columbia Buildings","year":2023,"lang":"en","type":"article","venue":"Open Collections","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrofitting; Green roof; Roof; Sustainability; Vegetation (pathology); Green building","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":[0.0002301165,0.0003381185,0.0001798086,0.001718238,0.0008839795,0.001239477,0.0003678418,0.0001821733,0.001985852],"category_scores_gemma":[0.0007568593,0.0001625236,0.0001561085,0.002157548,0.000255085,0.0002080703,0.0005369736,0.0002009861,0.0005593845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001861572,"about_ca_system_score_gemma":0.001618984,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7916513,"about_ca_topic_score_gemma":0.9253651,"domain_scores_codex":[0.9996176,0.00003415178,0.00001291968,0.00005424381,0.0002053771,0.00007575821],"domain_scores_gemma":[0.9993508,0.00006513288,0.00005750161,0.00002712345,0.0004081317,0.0000911585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001676808,0.0001035629,0.8832797,0.0001838663,0.00005373664,0.0004023038,0.002793252,0.005265241,0.02243944,0.0003624555,0.004998198,0.07995062],"study_design_scores_gemma":[0.000002554052,0.00002009417,0.9881604,0.00002483312,0.00001094558,0.0000469301,0.002685139,0.005276431,0.001423027,0.00003072344,0.002304249,0.00001478274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988501,0.00008040717,0.0008585545,0.0000310592,0.000002754795,0.00004743969,0.0014491,0.00005004073,0.008979724],"genre_scores_gemma":[0.9948575,0.000085309,0.001684716,0.00001132572,0.000001603562,0.00002969703,0.001019851,0.000008793809,0.00230109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2083487,"threshold_uncertainty_score":0.4191514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086679478512272,"score_gpt":0.231400840415418,"score_spread":0.2205340456302952,"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."}}