{"id":"W4390907018","doi":"10.1515/9781771104098-fm","title":"Frontmatter","year":2020,"lang":"en","type":"book-chapter","venue":"Pontifical Institute of Mediaeval Studies eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Toronto","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","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0005876574,0.001309411,0.002924243,0.0003250252,0.0002416613,0.00004956382,0.001013054,0.0007765939,0.001147485],"category_scores_gemma":[0.0007623009,0.001155188,0.0009152644,0.00003878987,0.003997455,0.0001337342,0.00103542,0.001484971,0.02452845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003869233,"about_ca_system_score_gemma":0.000275429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002057896,"about_ca_topic_score_gemma":0.0002566683,"domain_scores_codex":[0.9940472,0.00005908524,0.001848824,0.001424449,0.001904005,0.000716443],"domain_scores_gemma":[0.9963967,0.0002625969,0.001006232,0.001074945,0.0007122742,0.000547249],"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":[0.0005180977,0.00005711496,0.000006662526,0.0009699748,0.004464397,0.0008476831,0.001503109,0.000004246039,0.001527162,0.2377102,0.7381897,0.01420164],"study_design_scores_gemma":[0.0009790419,0.0001694111,0.00001211563,0.0008437216,0.001034022,0.0000201227,0.00007195258,0.00001026514,0.0008929161,0.01527086,0.979639,0.00105656],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001203712,0.004901147,0.000058845,0.0010193,0.006680994,0.001116886,0.0009473339,0.0004508087,0.9847043],"genre_scores_gemma":[0.004363148,0.000112095,0.001251047,0.0007785103,0.00237587,0.00009372274,0.0002110929,0.0004943737,0.9903201],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2414493,"threshold_uncertainty_score":0.9999657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009781278103209,"score_gpt":0.3011079293365713,"score_spread":0.2001298015262504,"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."}}