{"id":"W4400998302","doi":"10.69645/wejr4447","title":"Innovative solutions for creating sustainable cities","year":2023,"lang":"en","type":"article","venue":"˜The œbusiness & management collection.","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Business; Environmental planning; Economic geography; Regional science; Geography","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":[0.0002263185,0.0001403449,0.0001237489,0.0004557288,0.001201203,0.0001387956,0.0001847615,0.00005023912,0.00002674039],"category_scores_gemma":[0.00003708816,0.0001222133,0.00003783028,0.00509923,0.00007268174,0.0001583007,0.0001900889,0.00007908141,0.00002183585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001621735,"about_ca_system_score_gemma":0.0000163978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009575571,"about_ca_topic_score_gemma":0.00006781276,"domain_scores_codex":[0.9990454,0.000007843092,0.0001764345,0.0001498222,0.0001184086,0.0005021358],"domain_scores_gemma":[0.9993556,0.0001014198,0.00003112913,0.0002228779,0.0002777374,0.00001128216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002201283,0.00002467115,0.0002676077,0.0008286608,0.0004177377,0.00001516202,0.0007027531,0.1231304,0.00004601643,0.2175856,0.6471028,0.009856494],"study_design_scores_gemma":[0.0009923158,0.00004191795,0.02737043,0.00007670623,0.0001006275,0.000005463765,0.06108256,0.1107991,0.0001418421,0.03691959,0.761905,0.0005644358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.120032,0.001124673,0.4667509,0.006461443,0.005755968,0.007349429,0.00007089227,0.02169738,0.3707573],"genre_scores_gemma":[0.8982879,0.0002988119,0.0007293857,0.00006760543,0.0001766897,0.002190358,0.00003959064,0.00005785339,0.0981518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7782559,"threshold_uncertainty_score":0.9238805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769219830978516,"score_gpt":0.2193587225887379,"score_spread":0.2016665242789527,"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."}}