{"id":"W2947275479","doi":"10.35117/a_eng_19_03_04","title":"Development of logistic services in rail transport","year":2019,"lang":"en","type":"article","venue":"Transportation Overview - Przeglad Komunikacyjny","topic":"Transportation Systems and Safety","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Teck (Canada)","funders":"","keywords":"Maintainability; Certification; Quality (philosophy); Engineering; Line (geometry); Transport engineering; Operations management; Reliability 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006326908,0.0003139123,0.0006414105,0.0002908237,0.00005727484,0.00002476678,0.0009447063,0.0001431534,0.000217393],"category_scores_gemma":[0.000001702505,0.0003084291,0.0001631838,0.000958532,0.00003543793,0.0008939786,0.000007940282,0.0001897344,0.0001376586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005482319,"about_ca_system_score_gemma":0.0002763027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005431277,"about_ca_topic_score_gemma":0.005941065,"domain_scores_codex":[0.9967225,0.00006784749,0.0015612,0.0005862869,0.0006794115,0.0003827331],"domain_scores_gemma":[0.9985141,0.00006732768,0.0004183582,0.0007172377,0.0001640542,0.0001189086],"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":[0.0001684832,0.0009025192,0.427542,0.005741165,0.0001773237,0.00008981135,0.07562333,0.007445469,0.006047098,0.4435189,0.00001564697,0.03272826],"study_design_scores_gemma":[0.001721591,0.0000468306,0.9753985,0.0004795853,0.00001723481,0.000002082382,0.0005369546,0.001191335,0.0007202167,0.0006184022,0.01885153,0.0004157661],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9180678,0.0009976539,0.07555839,0.0002127298,0.0004976106,0.0009942683,0.00005096326,0.0002067456,0.003413862],"genre_scores_gemma":[0.9618832,0.0001393294,0.03731348,0.0001555363,0.00001168704,0.00003646331,0.0001948986,0.00002372738,0.0002416161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5478565,"threshold_uncertainty_score":0.9999368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03366320972689088,"score_gpt":0.2692947418859017,"score_spread":0.2356315321590108,"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."}}