{"id":"W4230303732","doi":"10.17645/up.v2i4.1276","title":"Suburban Innovations","year":2017,"lang":"en","type":"article","venue":"Urban Planning","topic":"Latin American Urban Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Urbanism; Metropolitan area; Transformative learning; Period (music); Settlement (finance); Urban history; Geography; Economic geography; Political science; History; Sociology; Economic history; Archaeology; Architecture; Aesthetics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003353064,0.00007992424,0.0001249959,0.00005956366,0.003478295,0.0002618367,0.0004331842,0.00004165469,0.0001828741],"category_scores_gemma":[0.001059861,0.00008054334,0.0000312242,0.0001271444,0.0006176401,0.0002951672,0.00009762391,0.000114985,0.00007725737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006096533,"about_ca_system_score_gemma":0.00008440297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001434471,"about_ca_topic_score_gemma":0.0001566381,"domain_scores_codex":[0.9991179,0.00003855595,0.0001304896,0.0001657484,0.0002461611,0.0003011726],"domain_scores_gemma":[0.999211,0.0001055789,0.0001867229,0.0003423422,0.00008969616,0.00006462509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002478333,0.000008981635,0.7888284,0.000001832536,0.0000197025,0.0000108178,0.01890434,0.000002734307,0.00003793361,0.04582246,0.1447743,0.001586019],"study_design_scores_gemma":[0.0001362006,0.00001295034,0.291382,0.00003024477,0.000009612132,4.49486e-7,0.00449071,0.0000146416,0.00002377706,0.0008674381,0.7028633,0.0001686312],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1511144,0.0002313988,0.0001901707,0.002693992,0.0005045552,0.0001150093,0.000005283744,0.0001723562,0.8449728],"genre_scores_gemma":[0.9823177,0.000005691875,0.0007518171,0.0002304862,0.0005655822,0.00001035624,0.000002517613,0.000009959255,0.01610593],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8312032,"threshold_uncertainty_score":0.9978191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07127013776675631,"score_gpt":0.374804469877546,"score_spread":0.3035343321107896,"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."}}