{"id":"W4390925420","doi":"10.1515/9781771103954-fm","title":"Frontmatter","year":2019,"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":"Social Sciences and Humanities Research Council of Canada; Federation for the Humanities and Social Sciences","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":[0.0009019874,0.001327861,0.002995785,0.0004860401,0.0001992564,0.00004841319,0.00102653,0.0009522209,0.001706179],"category_scores_gemma":[0.0004673225,0.001142539,0.000932759,0.00003047441,0.003550863,0.0001579841,0.0009429657,0.001357873,0.0460627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004938203,"about_ca_system_score_gemma":0.0004147677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002959322,"about_ca_topic_score_gemma":0.000388126,"domain_scores_codex":[0.9939156,0.00005777057,0.00181681,0.001383259,0.001963204,0.0008633896],"domain_scores_gemma":[0.9957314,0.0003456561,0.001113071,0.001591702,0.000882012,0.0003362349],"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":[0.0005122105,0.00008574325,0.00002318037,0.00131264,0.00503997,0.0003622533,0.001215727,0.00001089433,0.001496612,0.2631759,0.7104453,0.0163196],"study_design_scores_gemma":[0.001165481,0.0001565756,0.00003049865,0.001249782,0.0009197684,0.00002290653,0.00006177081,0.00000808565,0.0006664839,0.008160307,0.986435,0.001123369],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004800181,0.005262163,0.00003370073,0.0002577387,0.01146357,0.001432507,0.0008279459,0.0003060989,0.9799362],"genre_scores_gemma":[0.002820414,0.000109828,0.0006307891,0.0003002682,0.001312965,0.00005328601,0.000168622,0.000423254,0.9941806],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2759897,"threshold_uncertainty_score":0.9999472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0846848250596634,"score_gpt":0.3010267227201971,"score_spread":0.2163418976605337,"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."}}