{"id":"W2383192576","doi":"","title":"COMPREHENSIVE DESCRIPTION OF HEAVY HAUL RAILWAYS ABROAD","year":2000,"lang":"en","type":"article","venue":"Tiedao gongcheng xuebao","topic":"Railway Systems and Energy Efficiency","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Train; Transport engineering; Work (physics); Heavy industry; Coal; China; Plan (archaeology); Engineering; Freight trains; Business; Geography; Waste management; Economics; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001126108,0.0002338966,0.0003505309,0.0001110964,0.00007566711,0.00003440265,0.0002046834,0.0001399968,0.0007190994],"category_scores_gemma":[0.00000674732,0.000232165,0.0001194369,0.00029057,0.00007120007,0.0002072475,0.00001473966,0.0001710266,0.0003773712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000715194,"about_ca_system_score_gemma":0.00001745678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003607692,"about_ca_topic_score_gemma":0.00002367801,"domain_scores_codex":[0.9986987,0.00003341275,0.0004338419,0.000220897,0.0002321178,0.0003809902],"domain_scores_gemma":[0.9993654,0.00003385622,0.00004216392,0.0003848803,0.00006719238,0.0001064871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001055997,0.0001993225,0.0006862041,0.0007420716,0.0002081693,0.00002005493,0.003390304,0.8038178,0.06676728,0.002121567,0.03228084,0.08966079],"study_design_scores_gemma":[0.002182086,0.0003209965,0.02901146,0.0004272619,0.00008643072,0.00008974075,0.0007991635,0.09569622,0.0395442,0.0006041814,0.8297889,0.001449353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8852146,0.001772021,0.0007381247,0.00001847449,0.0006504119,0.0001426728,0.00001070693,0.0003971535,0.1110559],"genre_scores_gemma":[0.9931332,0.0001798614,0.0004781506,0.00003001186,0.0002258199,0.00001830881,0.00001590304,0.00005154067,0.005867235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7975081,"threshold_uncertainty_score":0.9467414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01513014919789376,"score_gpt":0.2119333343492878,"score_spread":0.196803185151394,"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."}}