{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001336412,0.00008283296,0.00009729255,0.00009569945,0.0009608408,0.00002975401,0.0002019317,0.00004886969,0.001206957],"category_scores_gemma":[0.00009816117,0.0001003814,0.00003736744,0.0002686044,0.0001300588,0.0004303987,0.0000176585,0.0002152771,0.00001628003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002637129,"about_ca_system_score_gemma":0.00140746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001744437,"about_ca_topic_score_gemma":0.0002480061,"domain_scores_codex":[0.9989145,0.000195152,0.000179409,0.0002218025,0.0003069369,0.0001821962],"domain_scores_gemma":[0.9994636,0.0001274328,0.0001180326,0.0001262013,0.00005728215,0.0001074305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008158827,0.0006268442,0.003374569,0.0000100365,0.00004414167,0.000006315716,0.07304044,0.00002213785,0.00004604225,0.1945074,0.01582282,0.7124177],"study_design_scores_gemma":[0.00009421852,0.00001666616,0.01268808,0.000002578363,0.00002455209,0.00001643323,0.02572716,0.000004350017,0.000002433341,0.004082493,0.9572085,0.0001325609],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04088231,0.0008142406,0.0007787984,0.1004289,0.001006092,0.0003801798,0.00001134436,0.0002738655,0.8554243],"genre_scores_gemma":[0.9786793,0.0003885959,0.002362251,0.003436382,0.0001246578,0.0001484626,0.00003757745,0.00001349889,0.01480925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9413856,"threshold_uncertainty_score":0.9997061,"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."}}