{"id":"W4406300898","doi":"10.58812/wsshs.v2i12.1512","title":"Impact of Regional Structure and Topography on the Effectiveness of Public Transportation Services","year":2024,"lang":"en","type":"article","venue":"West Science Social and Humanities Studies","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Transportation of Ontario","funders":"","keywords":"Business; Regional science; Transport engineering; Geography; Engineering","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":["sts"],"category_scores_codex":[0.0009973518,0.00008479944,0.0001600668,0.0001334451,0.001311868,0.0001125892,0.0001453027,0.00003045615,0.00001874164],"category_scores_gemma":[0.00002506115,0.00005421029,0.0000633176,0.0003177708,0.005275295,0.000346921,0.00001989717,0.00006000596,2.393355e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007294859,"about_ca_system_score_gemma":0.0002043579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156687,"about_ca_topic_score_gemma":0.001893382,"domain_scores_codex":[0.9991544,0.0001085225,0.0001246394,0.0001663076,0.0002893395,0.0001568264],"domain_scores_gemma":[0.9992394,0.0004957588,0.00006259852,0.00003374809,0.0001451,0.00002338585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001042065,0.00001035939,0.04760779,0.000136795,0.0001167562,3.059448e-7,0.1515398,7.54931e-7,0.0001039644,0.7993906,0.00004335992,0.001039054],"study_design_scores_gemma":[0.00006043761,0.00005878783,0.8917208,0.00008219128,0.00001602693,1.744559e-7,0.06359052,0.000001172255,0.00001919426,0.04383597,0.0005428451,0.00007185286],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953329,0.001172078,5.341542e-7,0.0007809865,0.0001277186,0.0001002973,0.00002836588,0.00001594533,0.002441157],"genre_scores_gemma":[0.9992756,0.0005446304,0.000005320627,0.00002665443,0.00007332607,0.000008510538,0.000002463371,0.000002984262,0.00006055749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8441131,"threshold_uncertainty_score":0.9999883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08263632563858732,"score_gpt":0.3466779069639621,"score_spread":0.2640415813253748,"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."}}