{"id":"W575546716","doi":"","title":"Small Roads and Passenger Trains: A Natural Fit?","year":2010,"lang":"en","type":"article","venue":"Railway age","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Train; Transport engineering; Freight trains; Track (disk drive); Passenger train; Passenger transport; Rail freight transport; Investment (military); Order (exchange); Rail network; Business; Engineering; Finance; Geography; Automotive engineering; Political science; Cartography","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":[0.0001292428,0.0001305953,0.0001474316,0.00009376658,0.0001042561,0.0001993376,0.0001291364,0.00006745251,0.0001923295],"category_scores_gemma":[0.00001782873,0.0001150391,0.00005608529,0.00007567962,0.00007164575,0.0004593801,0.00003660813,0.0002023454,0.0001354379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003815441,"about_ca_system_score_gemma":0.000005784334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00035929,"about_ca_topic_score_gemma":0.003392874,"domain_scores_codex":[0.9993856,0.00000135903,0.0001415688,0.0001788088,0.00004608771,0.0002465779],"domain_scores_gemma":[0.9997551,0.00001515296,0.00005451722,0.0001460066,0.00001447802,0.00001471485],"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":[0.0002341296,0.0005095447,0.2269846,0.001116297,0.0003709667,0.0005026411,0.004020367,0.0000254501,0.1570337,0.3683544,0.05374488,0.187103],"study_design_scores_gemma":[0.0005555812,0.000003103398,0.4216997,0.00001194436,0.0000296484,0.000004615597,0.00009151279,0.0005526371,0.0001135646,0.001581965,0.575068,0.0002876983],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662836,0.00006084233,0.000005396159,0.001007359,0.0006369143,0.00008926127,0.000003125065,0.0001188346,0.03179472],"genre_scores_gemma":[0.9949028,0.000006670135,0.0001191933,0.001741724,0.001351944,0.000008039185,0.00001908175,0.00001829237,0.001832199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5213231,"threshold_uncertainty_score":0.4691159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145764624987029,"score_gpt":0.2013880434101546,"score_spread":0.1799303971602843,"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."}}