{"id":"W4311161463","doi":"10.46684/2687-1033.2022.4.441-447","title":"Towards modern railroads","year":2022,"lang":"en","type":"article","venue":"Transport Technician Education and Practice","topic":"Regional Socio-Economic Development Trends","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ticket; Context (archaeology); Quarter (Canadian coin); State (computer science); Economic history; World War II; History; Engineering; Archaeology; Computer science; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002183741,0.0003449257,0.0001595249,0.001234,0.004210447,0.005353243,0.0005148837,0.003050628,0.01744829],"category_scores_gemma":[0.002220167,0.0001804141,0.000211684,0.001229698,0.007177851,0.005257904,0.003459994,0.004099943,0.005276158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006901118,"about_ca_system_score_gemma":0.005515213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0133728,"about_ca_topic_score_gemma":0.01565337,"domain_scores_codex":[0.9984993,0.0005465793,0.00004665522,0.000250438,0.0002969893,0.0003600208],"domain_scores_gemma":[0.9991303,0.0001076637,0.0001035427,0.00008192436,0.0003008363,0.000275774],"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":[0.00001168303,0.00002531973,0.0008358291,0.0000642346,0.000002480595,0.00007380133,0.007595747,0.0001634733,0.0002504057,0.9297399,0.0324722,0.02876495],"study_design_scores_gemma":[0.000002467926,0.00002481568,0.001130334,0.0001029247,0.000001269171,0.00007929243,0.002516306,0.00006779085,0.00006495335,0.03868387,0.9573202,0.000005847793],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05330853,0.02724234,0.009595191,0.1730456,0.003423653,0.00004124546,0.0001524112,0.0003612123,0.7328298],"genre_scores_gemma":[0.6355791,0.0270088,0.008035326,0.02095671,0.002115194,0.00008103612,0.0001782199,0.0001938599,0.3058518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01744829,"threshold_uncertainty_score":0.05837029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03134744289156385,"score_gpt":0.3479778303289773,"score_spread":0.3166303874374135,"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."}}