{"id":"W4319999521","doi":"10.23977/acss.2023.070104","title":"A simple calculation model for transport of visitors on a closed circuit","year":2023,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Simple (philosophy); Realization (probability); Diophantine equation; Set (abstract data type); Kinematics; Mathematical optimization; Work (physics); Applied mathematics; Dynamical systems theory; Computer science; Path (computing); Complex system; Mathematics; Statistical physics; Classical mechanics; Physics; Engineering; Discrete mathematics; Artificial intelligence; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004083353,0.00005859503,0.0001505969,0.0001041748,0.000100003,0.00001504042,0.00005449911,0.00004972697,7.436212e-7],"category_scores_gemma":[0.000007042807,0.00005715636,0.00003114789,0.0002321155,0.00002926354,0.0001648066,0.000001306388,0.00002651227,4.797513e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001198348,"about_ca_system_score_gemma":0.00002771378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001472465,"about_ca_topic_score_gemma":0.0001997146,"domain_scores_codex":[0.9992616,0.00004241671,0.0002498547,0.0001497029,0.0001706559,0.000125836],"domain_scores_gemma":[0.9995918,0.000182036,0.00008643327,0.00005014605,0.00005690286,0.00003271915],"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":[0.00001527381,0.00001224506,0.01337566,0.0000683995,0.000003812273,8.641098e-7,0.006664958,0.9676192,0.00001874226,0.008470675,0.00003972815,0.003710433],"study_design_scores_gemma":[0.0003189528,0.00004960686,0.006707663,0.00009595545,0.000004447165,6.856254e-8,0.0002296031,0.9899834,0.000008028884,0.001412488,0.001114437,0.00007534266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2187851,0.0002075527,0.7800061,0.0000311312,0.0002782044,0.0003762166,0.00003424489,0.00005985426,0.0002215776],"genre_scores_gemma":[0.9990873,0.0001309059,0.0005103698,0.00001811174,0.00009382999,0.00003033319,0.00005270302,0.000005887526,0.00007053594],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7803022,"threshold_uncertainty_score":0.2330769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0408267630586304,"score_gpt":0.3255986635724349,"score_spread":0.2847719005138045,"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."}}