{"id":"W4392402868","doi":"10.14324/111.444.ljcs.2023v37.004","title":"Public Infrastructure in the Greater Toronto Area: A National Challenge Addressed at the Local Level","year":2023,"lang":"en","type":"article","venue":"London Journal of Canadian Studies","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Regional science; Geography; Environmental planning; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0005631794,0.0001211387,0.0001966773,0.000416782,0.0002788448,0.0001073548,0.0003228539,0.00003754751,0.0001973636],"category_scores_gemma":[0.00006595468,0.00006657573,0.00008259183,0.0003650088,0.0001228166,0.0005889905,0.00004142074,0.0001377746,0.00003735434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002846381,"about_ca_system_score_gemma":0.0001158656,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03245718,"about_ca_topic_score_gemma":0.9019222,"domain_scores_codex":[0.9990786,0.00001078464,0.0002846349,0.00008486048,0.0002284904,0.0003125884],"domain_scores_gemma":[0.9994792,0.0000602557,0.0001558388,0.00008982521,0.0001903362,0.00002449484],"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":[0.00006421137,0.00001689873,0.08539867,0.0001064592,0.0004907362,0.0002281969,0.008889186,0.0009325753,0.000008463985,0.02167075,0.8746714,0.007522437],"study_design_scores_gemma":[0.0004482066,0.000008303417,0.4529897,0.00003412121,0.0000245381,0.00001801726,0.009736771,0.00005760503,0.00000102736,0.002560866,0.5340207,0.0001000924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8727069,0.004182946,0.000003631503,0.08763799,0.0007197956,0.000170721,0.00003837971,0.00001580676,0.03452383],"genre_scores_gemma":[0.9944365,0.0006037176,0.000002080287,0.003774896,0.0007914896,0.000008885904,0.000006831417,0.000009536639,0.0003660623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.869465,"threshold_uncertainty_score":0.9739858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.135712157682975,"score_gpt":0.2538479610636876,"score_spread":0.1181358033807127,"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."}}