{"id":"W4389619114","doi":"10.21285/2227-2917-2023-1-168-177","title":"An analysis of foreign practice in the architectural and ecological formation of contemporary university campuses","year":2023,"lang":"en","type":"article","venue":"Izvestiya vuzov Investitsii Stroitelstvo Nedvizhimost","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Facade; Work (physics); Microclimate; Best practice; Documentation; Environmental resource management; Geography; Civil engineering; Engineering; Political science; Computer science; Environmental science; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.00218787,0.0001302723,0.000306687,0.0006737401,0.0002598811,0.00004774032,0.0004633555,0.0001251515,0.0000155973],"category_scores_gemma":[0.003467267,0.0001133261,0.00007589488,0.003768689,0.001199773,0.0009615601,0.00006180214,0.0001889036,0.000001858451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001372763,"about_ca_system_score_gemma":0.0004384394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006489094,"about_ca_topic_score_gemma":0.003342953,"domain_scores_codex":[0.9970997,0.001499637,0.0003976683,0.0002679112,0.0004508007,0.0002843072],"domain_scores_gemma":[0.9957826,0.003121789,0.0003495282,0.000336739,0.0002910935,0.0001182841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002657229,0.000659813,0.5873866,0.0001374787,0.0002058575,0.00005818261,0.2090128,0.01504033,0.0003626385,0.1814129,0.0005961228,0.004861484],"study_design_scores_gemma":[0.0003618998,0.0003106356,0.7426493,0.00002270268,0.0002932918,0.000003323819,0.2430582,0.003646512,0.00005188887,0.005306727,0.0041091,0.0001864577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906577,0.00006602074,0.000113203,0.002603999,0.00005934966,0.000521752,0.00003908215,0.00006671985,0.005872158],"genre_scores_gemma":[0.9987614,0.00003969642,0.0008334703,0.0001968671,0.00003938413,0.00000860091,0.00007447248,0.000006025231,0.00004009192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1761062,"threshold_uncertainty_score":0.9809612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04060356393273683,"score_gpt":0.3447439799995397,"score_spread":0.3041404160668028,"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."}}