{"id":"W4377253344","doi":"10.1515/9789048556892-fm","title":"Frontmatter","year":2023,"lang":"en","type":"book-chapter","venue":"Amsterdam University Press eBooks","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006529005,0.0003705526,0.0003602099,0.0001833354,0.0003957532,0.0005438837,0.0005458914,0.0001856785,0.003794357],"category_scores_gemma":[0.000002164779,0.0004005395,0.0002878862,0.00000132065,0.000439529,0.0003050182,0.0004131408,0.000438406,0.002074266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008096157,"about_ca_system_score_gemma":0.00003006209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002261313,"about_ca_topic_score_gemma":0.0007279236,"domain_scores_codex":[0.9987894,0.00001622219,0.0001944406,0.0003986502,0.0002929396,0.0003083185],"domain_scores_gemma":[0.9990972,0.00006528117,0.0001558684,0.0004486322,0.0001201534,0.0001128599],"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":[0.00002459168,0.000006021296,2.005808e-7,0.00004564125,0.0001205895,0.0001944225,0.00315185,1.201471e-7,1.308532e-7,0.8157496,0.1791154,0.001591365],"study_design_scores_gemma":[0.0003040367,0.00006142801,0.000001015981,0.0001714407,0.0001169457,0.000002339046,0.0005419405,0.000001470939,0.000001665561,0.007519727,0.9908153,0.0004627059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000477893,0.00002490464,0.000001880457,0.00003384442,0.0008936649,0.0002263093,0.0005091049,0.0004015853,0.9978609],"genre_scores_gemma":[0.0007964926,0.000007660589,0.000004120999,0.000296119,0.000629514,7.899271e-7,0.00009740385,0.00009892579,0.998069],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8116999,"threshold_uncertainty_score":0.9998447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0702670232134721,"score_gpt":0.1961162978166131,"score_spread":0.125849274603141,"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."}}