{"id":"W4251932538","doi":"10.32920/ryerson.14657289","title":"Sustainable Urban Implants","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental planning; Work (physics); Architecture; Business; Urban planning; Sustainable development; Sustainable community; Sustainable transport; Sustainable design; Sustainability; Civil engineering; Engineering; Geography; Political science; Ecology","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":[0.0007781894,0.0008401177,0.0004266538,0.001456544,0.001576936,0.004995411,0.0009838364,0.001906096,0.2548174],"category_scores_gemma":[0.002105199,0.0003717919,0.0005112401,0.001816846,0.0008470995,0.0022871,0.004358494,0.001420153,0.09559103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001450884,"about_ca_system_score_gemma":0.001870582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009478687,"about_ca_topic_score_gemma":0.002352927,"domain_scores_codex":[0.9990503,0.0001474655,0.00003419711,0.0001092515,0.000539468,0.000119213],"domain_scores_gemma":[0.9991981,0.0001326262,0.00003301491,0.0001909278,0.0002526203,0.0001927061],"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":[0.00004966387,0.00003366366,0.000369151,0.0002592142,0.000007939697,0.0001319492,0.0002877727,0.001191242,0.0009546996,0.37982,0.4120163,0.2048784],"study_design_scores_gemma":[0.00000307753,0.00000581399,0.00008013124,0.00003846287,0.000001269503,0.00005975761,0.00005253462,0.0002261783,0.0002779935,0.01085619,0.988395,0.000003663429],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00215315,0.001932936,0.02306151,0.003524573,0.003938001,0.0001141373,0.002326013,0.002790308,0.9601594],"genre_scores_gemma":[0.03378096,0.004049088,0.02173436,0.001235487,0.0007262434,0.0002127399,0.003654049,0.001934225,0.932673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2548174,"threshold_uncertainty_score":0.852449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008593865833917708,"score_gpt":0.1897970159389716,"score_spread":0.1812031501050539,"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."}}