{"id":"W4402169639","doi":"10.32920/26866615.v1","title":"For a Greater Region: How Has Rail Coverage Changed in the Greater Toronto &amp; Hamilton Area?","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Engineering","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003695242,0.0004567874,0.0004839086,0.0001823165,0.0001333532,0.001694444,0.00055291,0.0002756093,0.0004499235],"category_scores_gemma":[0.000008190898,0.0003039897,0.0003392668,0.00008047398,0.00006715461,0.0004655665,0.000304642,0.0002983698,0.0001814953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127266,"about_ca_system_score_gemma":0.00002712918,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01084641,"about_ca_topic_score_gemma":0.05777943,"domain_scores_codex":[0.9984168,0.000007766105,0.0003266309,0.0006237664,0.0001359713,0.0004890119],"domain_scores_gemma":[0.9991133,0.00002596618,0.0001511559,0.0006511922,0.00004592477,0.00001243873],"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":[0.0005017673,0.0001480797,0.02254059,0.005685366,0.0005375329,0.0001376336,0.01774857,0.0001492813,0.00003196277,0.0164909,0.9325061,0.00352219],"study_design_scores_gemma":[0.0007429075,0.000007780256,0.0161349,0.0003105555,0.0002050653,0.000005622314,0.0005882892,0.0004878983,0.00001010641,0.01171946,0.9691459,0.0006414931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7977397,0.0007988828,0.001103908,0.06833651,0.003374383,0.003038861,0.00008813603,0.0005242774,0.1249953],"genre_scores_gemma":[0.9679741,0.00006485956,0.00003730872,0.006258816,0.002912398,0.0006707717,0.0003667747,0.00006893525,0.02164609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1702343,"threshold_uncertainty_score":0.9999412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008690177368369,"score_gpt":0.2390188279070749,"score_spread":0.138149810170238,"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."}}