{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000654759,0.0002018146,0.0003112399,0.0001104461,0.00002974849,0.0001620824,0.0001915483,0.0002091762,0.001430425],"category_scores_gemma":[0.000009810685,0.0001950524,0.0001660685,0.0001263347,0.000008559419,0.00004507244,0.0002284983,0.0003257502,0.00005461464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009540282,"about_ca_system_score_gemma":0.00004661018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009103229,"about_ca_topic_score_gemma":0.0001608376,"domain_scores_codex":[0.999146,0.00001600692,0.0001858597,0.0002211503,0.0001315814,0.0002994121],"domain_scores_gemma":[0.9994339,0.00001412872,0.00001707194,0.0003822959,0.00006865194,0.00008395004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009611371,0.0001097448,0.005088413,0.002875147,0.002601066,0.001845597,0.002353502,0.1697998,0.00216563,0.003606735,0.8032856,0.006259124],"study_design_scores_gemma":[0.0007436705,0.00005022573,0.00367339,0.0003006099,0.001018383,0.00004457837,0.00463265,0.8451701,0.0234674,0.00378487,0.113091,0.00402312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3521519,0.01047711,0.1948062,0.000199994,0.001893783,0.0007005507,0.00004165148,0.003409103,0.4363197],"genre_scores_gemma":[0.9446616,0.000164461,0.0008429931,0.00004057274,0.0001688555,0.00002393653,0.0001259265,0.00003809055,0.05393357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6901946,"threshold_uncertainty_score":0.9994824,"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."}}