{"id":"W4390908127","doi":"10.1515/9781771103855-001","title":"PREFACE","year":2017,"lang":"en","type":"book-chapter","venue":"Pontifical Institute of Mediaeval Studies eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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"],"category_scores_codex":[0.001177242,0.001305156,0.002797415,0.0003646972,0.0007013733,0.0000959793,0.001724461,0.0009636267,0.0001765808],"category_scores_gemma":[0.001797663,0.001139695,0.0008564451,0.00001198053,0.007456685,0.0002057603,0.001316738,0.001377504,0.003944253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004229936,"about_ca_system_score_gemma":0.0004239554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004745306,"about_ca_topic_score_gemma":0.0009234073,"domain_scores_codex":[0.9941732,0.00005012822,0.001573115,0.001384563,0.001971586,0.0008473579],"domain_scores_gemma":[0.9939662,0.0002688846,0.001829868,0.002408989,0.001081564,0.000444541],"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":[0.0009446204,0.0001645148,0.00001617288,0.001957275,0.008995187,0.001220859,0.002794092,0.00001205978,0.002650427,0.7229425,0.171982,0.08632029],"study_design_scores_gemma":[0.0009918895,0.000145546,0.00003025009,0.001581654,0.0009986499,0.00002702567,0.00003710687,0.000005232414,0.001281504,0.02350751,0.9703302,0.001063406],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003093916,0.007820345,0.00001681971,0.0001898029,0.008892637,0.001287726,0.0008659572,0.0003443428,0.9802729],"genre_scores_gemma":[0.007859546,0.0007610074,0.0006603707,0.00005581666,0.001611386,0.00009310075,0.0001114336,0.0003851599,0.9884622],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7983482,"threshold_uncertainty_score":0.99997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337440423759951,"score_gpt":0.3353490632130073,"score_spread":0.2016050208370122,"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."}}