{"id":"W4408461080","doi":"10.21083/ruralreview.v8i1.7946","title":"Rural Transit Funding - Ontario Analysis","year":2024,"lang":"en","type":"article","venue":"Rural Review Ontario Rural Planning Development and Policy","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Selkirk College; Dalhousie University; University of Guelph","funders":"","keywords":"Transit (satellite); Business; Regional science; Geography; Transport engineering; Public transport; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004287506,0.0004967732,0.0008136368,0.0008419644,0.0003976217,0.000716546,0.0002775791,0.0001029068,0.001202791],"category_scores_gemma":[0.00001074098,0.0004154856,0.0003419665,0.0009858684,0.00006144403,0.001424976,0.00006884697,0.0003857969,0.0004407782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006117822,"about_ca_system_score_gemma":0.0004889142,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4003575,"about_ca_topic_score_gemma":0.5093374,"domain_scores_codex":[0.9978877,0.000007594558,0.0007711354,0.0003208183,0.0002453165,0.0007674262],"domain_scores_gemma":[0.9995,0.0000345672,0.0001486908,0.0002030484,0.00003444823,0.00007919868],"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":[0.00008233455,0.00005026198,0.8656765,0.004642782,0.002733438,0.0001223598,0.01503178,0.0001529813,0.00007395574,0.027523,0.02115548,0.0627551],"study_design_scores_gemma":[0.000188705,0.000006090484,0.3241519,0.0026941,0.0008342312,0.00001363556,0.0002079178,0.00005958251,0.000004932665,0.0003405814,0.6709498,0.0005485061],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597967,0.01872414,0.00006679952,0.002930102,0.0004869918,0.0003657289,0.00000501761,0.0002901591,0.01733435],"genre_scores_gemma":[0.9773488,0.001105677,0.0001847069,0.004791624,0.0009754409,0.00004594683,0.0006463251,0.00004337752,0.01485812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6497943,"threshold_uncertainty_score":0.9998297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02849050060660584,"score_gpt":0.2602845832983497,"score_spread":0.2317940826917439,"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."}}