{"id":"W4390907366","doi":"10.1515/9781771103572-fm","title":"Frontmatter","year":2013,"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":"Ciment Québec (Canada); Pontifical Institute of Mediaeval Studies","funders":"Biola University","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0007330499,0.001374092,0.002797081,0.0004687559,0.0002673594,0.00006787001,0.001015052,0.0009472602,0.004869486],"category_scores_gemma":[0.0005240812,0.001152787,0.0008493599,0.00003007083,0.0047199,0.0002057353,0.0009079341,0.001324709,0.06442884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004550803,"about_ca_system_score_gemma":0.0002231166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007015583,"about_ca_topic_score_gemma":0.0003467542,"domain_scores_codex":[0.993909,0.00005941727,0.001938623,0.001308542,0.001872758,0.0009116488],"domain_scores_gemma":[0.995605,0.0002953732,0.001106719,0.001413564,0.001119886,0.0004594498],"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":[0.0001572085,0.00006109596,0.000005228102,0.0005884254,0.003175519,0.0002169974,0.0008515427,0.000002877478,0.001019248,0.1539482,0.8175963,0.02237733],"study_design_scores_gemma":[0.0009009073,0.0001246674,0.0000259199,0.0009987367,0.0008171024,0.0000234482,0.00006424497,0.000008477459,0.0006970394,0.01801858,0.9772095,0.001111394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005324105,0.005285216,0.00003522421,0.0003294189,0.007811882,0.00148076,0.0005304729,0.0003669981,0.9836276],"genre_scores_gemma":[0.002305287,0.000124169,0.001308054,0.0003015046,0.001590015,0.0001805591,0.000140071,0.0004185834,0.9936318],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1596131,"threshold_uncertainty_score":0.999901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08690824235155716,"score_gpt":0.2964499309843724,"score_spread":0.2095416886328152,"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."}}