{"id":"W4253302001","doi":"10.32920/ryerson.14657196","title":"Sustainable Site System","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban heat island; Architectural engineering; Civil engineering; Biotope; Environmental planning; Urban area; Geography; Environmental science; Environmental resource management; Computer science; Meteorology; Engineering; Economy","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":[0.00117544,0.0004011195,0.0003432566,0.002018458,0.0008887656,0.003090388,0.000828668,0.000533986,0.03186553],"category_scores_gemma":[0.002321138,0.0002248117,0.0003909455,0.002639971,0.0007957557,0.001290506,0.001248632,0.0004124331,0.0050341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002343836,"about_ca_system_score_gemma":0.002233654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01098458,"about_ca_topic_score_gemma":0.02327676,"domain_scores_codex":[0.998291,0.0003690407,0.00007945098,0.0003873571,0.0007688366,0.0001042104],"domain_scores_gemma":[0.9987056,0.0002401257,0.00011443,0.0003288731,0.0005211497,0.00008983075],"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":[0.0001136903,0.0001514899,0.02777606,0.0005638609,0.00009652742,0.0002459772,0.00195499,0.040322,0.00672527,0.4011539,0.02839033,0.492506],"study_design_scores_gemma":[0.00005083371,0.0004108413,0.04461309,0.0002537479,0.00009125493,0.0006677688,0.004103581,0.05782804,0.008934269,0.09361051,0.7893106,0.0001255463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09241109,0.000543871,0.4467292,0.0005821023,0.0002138845,0.001221294,0.00997279,0.002521005,0.4458047],"genre_scores_gemma":[0.6562193,0.0004877549,0.2407536,0.0001232677,0.00004327869,0.0007365462,0.005130843,0.0004365506,0.09606892],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03186553,"threshold_uncertainty_score":0.1066008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00973066765223992,"score_gpt":0.1940329691509176,"score_spread":0.1843023014986776,"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."}}