{"id":"W4390906865","doi":"10.1515/9781771104296-fm","title":"Frontmatter","year":2023,"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":"Pontifical Institute of Mediaeval Studies","funders":"University of Oxford","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001917927,0.0008199114,0.000421834,0.001043042,0.001350616,0.003178465,0.000670786,0.001164376,0.7394752],"category_scores_gemma":[0.0006825007,0.0004211955,0.0002886056,0.0009718224,0.0003187237,0.002679487,0.00173601,0.001374225,0.6386425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007168012,"about_ca_system_score_gemma":0.000549652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00501017,"about_ca_topic_score_gemma":0.01975148,"domain_scores_codex":[0.9998251,0.00001419352,0.000005137651,0.00005097404,0.00007703108,0.00002763901],"domain_scores_gemma":[0.9997998,0.00002839348,0.00001342948,0.00002235651,0.00008247013,0.00005356413],"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":[0.00001382644,0.00001450334,0.0000766757,0.0000714799,0.000001526841,0.00004004057,0.00008367511,0.00003076198,0.0002693351,0.00692012,0.8875,0.1049781],"study_design_scores_gemma":[0.000001130735,0.00000269226,0.0001026313,0.00003644148,6.331767e-7,0.00003963721,0.00003920316,0.00001332114,0.00004318467,0.0003706443,0.9993489,0.000001594038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002430236,0.003993016,0.0005358383,0.0008493664,0.0007491172,0.00001960621,0.0003773669,0.0005165851,0.992716],"genre_scores_gemma":[0.0004736992,0.0006682863,0.000122675,0.0001450164,0.00003999417,0.000004622593,0.00008366679,0.00008029109,0.9983817],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2605248,"threshold_uncertainty_score":0.371607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1215444212664263,"score_gpt":0.3153489640935089,"score_spread":0.1938045428270826,"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."}}