{"id":"W4391571889","doi":"10.1515/9781782045137-fm","title":"Frontmatter","year":2015,"lang":"en","type":"book-chapter","venue":"Boydell and Brewer eBooks","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Materials 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001619919,0.0003209984,0.0003514508,0.000131702,0.0001513333,0.0001376596,0.0001138984,0.0002256383,0.0123808],"category_scores_gemma":[0.000002024603,0.0002553851,0.0001082033,8.264909e-7,0.0003300391,0.00004741406,0.00006232515,0.0003732246,0.001917679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003371987,"about_ca_system_score_gemma":0.00005510001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003314082,"about_ca_topic_score_gemma":0.0003813175,"domain_scores_codex":[0.998943,0.000007040437,0.0002664916,0.0003091768,0.0002678727,0.0002064546],"domain_scores_gemma":[0.9992724,0.0000194808,0.0001111538,0.0002541495,0.000170203,0.000172588],"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":[0.000018311,0.000002549289,9.930462e-8,0.00004006996,0.00002905174,0.00002468518,0.005183231,2.160425e-9,0.00000135883,0.4606858,0.5293041,0.004710665],"study_design_scores_gemma":[0.0001975376,0.00006880535,3.205375e-7,0.00009957378,0.00008310976,0.000009755312,0.00008134231,5.181592e-7,0.000001583997,0.0265778,0.9725375,0.0003421151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006390353,0.005608787,0.000003428412,0.00008780877,0.001393164,0.0001520912,0.0001126284,0.00006939999,0.9925663],"genre_scores_gemma":[0.000648725,0.000006000918,0.00002384319,0.002251169,0.003316377,0.000004064814,0.00006535482,0.00006228688,0.9936222],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4432334,"threshold_uncertainty_score":0.9999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04705937981905968,"score_gpt":0.2046192469567877,"score_spread":0.157559867137728,"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."}}