{"id":"W7140170936","doi":"10.52174/2579-2989_2025.2-67","title":"Again and Again About Yerevan Public Transport: Figures and Facts","year":2025,"lang":"","type":"article","venue":"Amberd Bulletin","topic":"Fiscal Policy and Economic Growth","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Revenue; Tariff; Ticket; Public transport; Service (business); Work (physics); Quarter (Canadian coin); TRIPS architecture","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001008893,0.0005952065,0.001146502,0.0005933457,0.0004360572,0.0003911347,0.0003686318,0.0005366782,0.001276375],"category_scores_gemma":[0.0003013565,0.0007567545,0.0002253711,0.0003159673,0.0005278121,0.0002408499,0.0002033896,0.0005783915,0.0007677872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001265795,"about_ca_system_score_gemma":0.00007279419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005422664,"about_ca_topic_score_gemma":0.0001778983,"domain_scores_codex":[0.9960455,0.00006736776,0.00147212,0.001321264,0.00004957761,0.001044133],"domain_scores_gemma":[0.9981656,0.000299207,0.0004742409,0.0006128023,0.00003246934,0.0004156737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001569004,0.0004128272,0.1771215,0.001365111,0.0006079481,0.00004000417,0.001650954,0.00001226228,0.00001919121,0.6820697,0.1107888,0.02575476],"study_design_scores_gemma":[0.001656557,0.0001232865,0.1976837,0.0001941585,0.00004418946,0.000009399008,0.0001695446,0.0004987476,0.00003881758,0.06444176,0.7343957,0.0007440828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5626948,0.02575999,0.0002176342,0.04272252,0.000837155,0.000610019,0.0006710285,0.00006373406,0.366423],"genre_scores_gemma":[0.9722448,0.004856634,0.0001784179,0.005665488,0.0002494903,0.00004067741,0.00004775051,0.0000568334,0.01665993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6236069,"threshold_uncertainty_score":0.9996366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967764618309034,"score_gpt":0.2144811759468498,"score_spread":0.1948035297637595,"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."}}