{"id":"W2894251591","doi":"10.5949/liverpool/9781786940698.003.0003","title":"Introduction (1–55)","year":2018,"lang":"en","type":"book","venue":"Liverpool University Press eBooks","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Diction; Irony; Theme (computing); Literature; Narrative; Poetry; Prayer; Style (visual arts); Art; Linguistics; History; Philosophy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002150493,0.0005680621,0.0002931505,0.0009318517,0.001125685,0.002366536,0.0004475724,0.0007049993,0.1944028],"category_scores_gemma":[0.0007760281,0.0001931115,0.0001951487,0.000941142,0.0008886826,0.0016326,0.001309778,0.001377582,0.1056478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161782,"about_ca_system_score_gemma":0.001038907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002106143,"about_ca_topic_score_gemma":0.004019497,"domain_scores_codex":[0.9997845,0.00003203943,0.00001495707,0.00004938494,0.00009540099,0.00002378141],"domain_scores_gemma":[0.9998266,0.00004946008,0.00001217328,0.0000223293,0.00006566383,0.00002384959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003079012,0.00003016566,0.0001456904,0.0006320263,0.000002251834,0.0001400225,0.001659531,0.000109052,0.001199311,0.09374078,0.6897106,0.2125999],"study_design_scores_gemma":[4.237647e-7,0.000003417155,0.00008544387,0.00007273004,2.888028e-7,0.00004600857,0.00007137659,0.000005532337,0.000039632,0.0009890991,0.9986849,9.878784e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00100174,0.01625565,0.001894446,0.0022597,0.006746818,0.00008388866,0.00103726,0.0003286179,0.9703919],"genre_scores_gemma":[0.009117424,0.01100155,0.001406127,0.0009701862,0.001890887,0.00007032786,0.001073565,0.000331753,0.9741382],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8055972,"threshold_uncertainty_score":0.6503423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01895922830717609,"score_gpt":0.1634421623531299,"score_spread":0.1444829340459539,"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."}}