{"id":"W4410099645","doi":"10.47392/irjaem.2025.0209","title":"Smart Card-Based Ticketing with Application for Bus Transport","year":2025,"lang":"en","type":"article","venue":"International Research Journal on Advanced Engineering and Management (IRJAEM)","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Smart card; Contactless smart card; Computer science; Embedded system; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.0003992957,0.0001497117,0.0001255047,0.0005289512,0.000141745,0.00006634642,0.0001824643,0.00003975321,0.000003009024],"category_scores_gemma":[0.00007086216,0.0001405046,0.00003803776,0.0001872891,0.00002465676,0.000122644,0.00001656423,0.0003158067,0.00000208283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002115013,"about_ca_system_score_gemma":0.00001540024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001319813,"about_ca_topic_score_gemma":0.000002573379,"domain_scores_codex":[0.9989341,0.00000952905,0.000211834,0.0002019199,0.00034822,0.0002944075],"domain_scores_gemma":[0.9993916,0.000178597,0.00002896486,0.000131504,0.0001889201,0.00008045081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001172859,0.00002089006,0.00003484628,0.0001928251,0.0001013014,0.00001152646,0.00001061398,0.9563732,0.0002523379,0.01063513,0.0001185595,0.03213151],"study_design_scores_gemma":[0.001799999,0.0001348073,0.001056774,0.0005358041,0.00002930959,0.000007048422,0.00005563384,0.7940881,0.003093641,0.001378823,0.197566,0.0002541316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005404651,0.0001362461,0.9886149,0.0003482177,0.0003621315,0.0004024101,0.000008640904,0.0001589537,0.004563825],"genre_scores_gemma":[0.9343706,0.0008371355,0.06358989,0.0000525679,0.00009275574,0.0002305414,0.00003729519,0.00003997309,0.0007492392],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9289659,"threshold_uncertainty_score":0.5729613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129530527764733,"score_gpt":0.2956069266498805,"score_spread":0.2826538738734072,"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."}}