{"id":"W4214724266","doi":"10.21203/rs.3.rs-1390087/v1","title":"Sustainability planning, implementation, and assessment in cities: how can productivity enhance these processes?","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Mitacs","keywords":"Sustainability; Productivity; Environmental planning; Business; Urban planning; Resource (disambiguation); Social sustainability; Process management; Environmental resource management; Knowledge management; Management science; Engineering; Computer science; Economic growth; Geography; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04259326,0.0008936734,0.0007717622,0.003360786,0.005931682,0.02322639,0.002562206,0.002062785,0.007027763],"category_scores_gemma":[0.05453072,0.0007143258,0.0005824893,0.004682216,0.01305955,0.01238424,0.01303921,0.002921134,0.001116347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01998069,"about_ca_system_score_gemma":0.04665136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05575273,"about_ca_topic_score_gemma":0.0609425,"domain_scores_codex":[0.9713705,0.02022598,0.0006234799,0.0008883113,0.004228773,0.002662966],"domain_scores_gemma":[0.9639689,0.01730142,0.003030322,0.003815144,0.008248349,0.003635937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000208444,0.0006096931,0.05837097,0.001217028,0.0001724157,0.0004572888,0.0317755,0.0370728,0.001099648,0.305485,0.01811661,0.5454146],"study_design_scores_gemma":[0.0001212764,0.0004573738,0.04923179,0.002590282,0.0001274689,0.0001632642,0.1356717,0.03543955,0.004305684,0.5584168,0.2132747,0.0002000358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3198019,0.003974351,0.1658642,0.131984,0.0005298879,0.001427545,0.0004043874,0.0009962411,0.3750175],"genre_scores_gemma":[0.9520228,0.001305615,0.03994028,0.000806573,0.00006183891,0.0002306279,0.00008674665,0.00009440231,0.005451187],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05575273,"threshold_uncertainty_score":0.2252573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04254172620875146,"score_gpt":0.4250961531018393,"score_spread":0.3825544268930878,"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."}}