{"id":"W4302564994","doi":"10.26443/msurj.v12i1.40","title":"Urban Biodiversity Through Sustainable Architecture and Urban Planning","year":2017,"lang":"en","type":"article","venue":"McGill Science Undergraduate Research Journal","topic":"Architecture and Computational Design","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Sustainability; Urban planning; Environmental planning; Biodiversity; Architecture; Urban design; Environmental resource management; Sustainable development; Ecosystem services; Geography; Political science; Engineering; Civil engineering; Ecology; Ecosystem; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001953716,0.0001564418,0.000150262,0.0004144201,0.009437362,0.00103844,0.001050493,0.00005061384,0.000007609886],"category_scores_gemma":[0.000352884,0.0001302234,0.00004838307,0.000398383,0.001308871,0.00105062,0.000438344,0.001007653,0.0000204171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002459105,"about_ca_system_score_gemma":0.0001506904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004982175,"about_ca_topic_score_gemma":0.000003756698,"domain_scores_codex":[0.9972669,0.00009400387,0.0001580231,0.0002969882,0.001152836,0.001031288],"domain_scores_gemma":[0.9987631,0.0001458077,0.0000580413,0.0003128786,0.0003457576,0.0003744428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003916898,0.0002717211,0.06105291,0.0006684205,0.0004953559,0.005206125,0.0144435,0.2153183,0.03149416,0.2821205,0.3091389,0.07939847],"study_design_scores_gemma":[0.001780526,0.0006594602,0.02886956,0.0002739313,0.00003180557,0.001394066,0.002334408,0.01750051,0.01031445,0.6709641,0.2647277,0.001149463],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7129917,0.002321666,0.0797364,0.03272268,0.001129222,0.001063976,0.00004762049,0.000496574,0.1694902],"genre_scores_gemma":[0.9974036,0.0001215906,0.00180221,0.0000487846,0.000153968,0.000002499651,7.718079e-7,0.00001091726,0.0004556598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3888437,"threshold_uncertainty_score":0.9999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04919846753000246,"score_gpt":0.3224126978777589,"score_spread":0.2732142303477565,"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."}}