{"id":"W2998613695","doi":"10.33137/ijournal.v5i1.33473","title":"Off the Rails: The Influence of the British Railway on Nineteenth-Century Publishing","year":2020,"lang":"en","type":"article","venue":"The iJournal Student Journal of the Faculty of Information","topic":"Travel Writing and Literature","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; History; History of the book; Art history; George (robot); Classics; Art; Literature","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001769364,0.0001581157,0.0002379982,0.00003357484,0.001659506,0.002548889,0.002362488,0.00004888776,0.00007070678],"category_scores_gemma":[0.0005933623,0.00005620313,0.0004025152,0.0001592295,0.0003822682,0.001764926,0.0002247179,0.001281148,0.000005059622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004492404,"about_ca_system_score_gemma":0.00007690635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001052277,"about_ca_topic_score_gemma":0.000058567,"domain_scores_codex":[0.9969711,0.0002886824,0.00105684,0.00005387191,0.001429963,0.0001995405],"domain_scores_gemma":[0.996543,0.0002326659,0.002185651,0.0002531298,0.0007292883,0.0000562012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005749156,0.0002236352,0.003284025,0.0001710309,0.001028709,0.000004491848,0.7035722,0.0396263,0.0003663528,0.02630503,0.189615,0.03522827],"study_design_scores_gemma":[0.001831206,0.0003497566,0.1539756,0.001741062,0.000250435,0.0002888962,0.1038672,0.0002140208,0.0003216551,0.0005296238,0.7364135,0.0002170582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9460589,0.0006589851,0.00001011916,0.04691711,0.0006542397,0.0002900268,0.00009071606,0.000008083859,0.005311771],"genre_scores_gemma":[0.994194,0.000205324,0.00000850679,0.004610241,0.000695992,0.00000169612,0.000002849418,0.000007447856,0.000273908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.599705,"threshold_uncertainty_score":0.9996402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0184439964457207,"score_gpt":0.2295494311512795,"score_spread":0.2111054347055588,"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."}}