{"id":"W4390927309","doi":"10.1515/9781771103718-fm","title":"Frontmatter","year":2015,"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 Oxford; 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":[0.001452088,0.001309912,0.002861228,0.0004759685,0.0002073638,0.00004617971,0.001007309,0.0009226406,0.001130858],"category_scores_gemma":[0.0008730905,0.001121194,0.0007206571,0.00003439436,0.004659919,0.0001620796,0.0009799089,0.001287397,0.02147543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007229329,"about_ca_system_score_gemma":0.0004622505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003950421,"about_ca_topic_score_gemma":0.0005533296,"domain_scores_codex":[0.9935195,0.00006825319,0.001838115,0.001260323,0.002467788,0.0008460197],"domain_scores_gemma":[0.9950439,0.0002224817,0.001059862,0.001383354,0.001693359,0.0005970767],"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":[0.0003510267,0.00005802357,0.000004788515,0.0004124326,0.002638318,0.0003875168,0.001042165,0.000006396408,0.000354661,0.1237611,0.8584931,0.01249049],"study_design_scores_gemma":[0.001199165,0.0001584556,0.000007423054,0.0008550775,0.000926378,0.00003087483,0.00008498708,0.00000603778,0.000285856,0.02786241,0.9675475,0.001035833],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002043748,0.01100362,0.00003320027,0.0002830216,0.008856877,0.001056776,0.000882484,0.0003661002,0.9773136],"genre_scores_gemma":[0.001951989,0.00007748627,0.0008979527,0.0001770146,0.001845866,0.0000857053,0.0001908515,0.0004074001,0.9943658],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1090544,"threshold_uncertainty_score":0.9999653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1490293333272182,"score_gpt":0.3261912945499643,"score_spread":0.1771619612227461,"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."}}