{"id":"W4281657746","doi":"10.3390/urbansci6020038","title":"Addressing Negative Externalities of Urban Development: Toward a More Sustainable Approach","year":2022,"lang":"en","type":"article","venue":"Urban Science","topic":"Urban Planning and Valuation","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Externality; Visibility; Sustainable development; Economics; Public economics; Order (exchange); Welfare; Business; Environmental economics; Economic geography; Economic system; Microeconomics; Political science; Geography; Market economy","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.001482659,0.0001162009,0.0001300281,0.0001267676,0.0009353597,0.00007136397,0.0006852231,0.00001734299,0.0006221909],"category_scores_gemma":[0.0001492771,0.0001115792,0.00003056372,0.001092414,0.0008424722,0.0005425208,0.0007104871,0.0001463017,0.00001529352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005350342,"about_ca_system_score_gemma":0.0002010054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003776854,"about_ca_topic_score_gemma":0.000001027099,"domain_scores_codex":[0.9976206,0.00007520045,0.0002307712,0.0004169683,0.001216377,0.0004400961],"domain_scores_gemma":[0.9994304,0.00004611758,0.0001664237,0.0002291027,0.00003380457,0.0000941348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009176395,0.0004320068,0.6048275,0.0001042041,0.00002066764,0.00002836871,0.314584,0.02229383,0.01547499,0.004102642,0.03340508,0.004634951],"study_design_scores_gemma":[0.001582555,0.0004622299,0.6779042,0.00008269959,0.00005024467,0.00007663382,0.1410557,0.06317752,0.05074847,0.002299537,0.06109558,0.001464601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672508,0.0001037556,0.001527729,0.00005795939,0.00008138034,0.0002253385,0.000005611384,0.00004373765,0.03070368],"genre_scores_gemma":[0.9829347,3.627163e-7,0.006023109,0.00008816137,0.00001785991,0.00005223757,0.00000513881,0.000007950779,0.01087055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1735283,"threshold_uncertainty_score":0.7194125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0756372401067077,"score_gpt":0.2888388491216865,"score_spread":0.2132016090149788,"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."}}