{"id":"W4390908002","doi":"10.1515/9781771103732-fm","title":"Frontmatter","year":2016,"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":"Social Sciences and Humanities Research Council of Canada; 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":[0.0009110877,0.001304939,0.002641675,0.0004741239,0.0002585017,0.00003810027,0.0009903235,0.0008832984,0.002040747],"category_scores_gemma":[0.0006193653,0.0009407653,0.0008768283,0.00002374554,0.005364703,0.0001674119,0.0008851051,0.0009106118,0.03016784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005406618,"about_ca_system_score_gemma":0.0002601941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001133868,"about_ca_topic_score_gemma":0.0002848357,"domain_scores_codex":[0.9940215,0.00006086375,0.001830095,0.001329533,0.001849863,0.0009080954],"domain_scores_gemma":[0.9957608,0.0003943575,0.001089885,0.001407315,0.0009261241,0.0004215479],"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":[0.0004839353,0.00006328209,0.00001003519,0.0006077121,0.00427611,0.000464813,0.0007779635,7.056171e-7,0.002549495,0.39208,0.549835,0.04885097],"study_design_scores_gemma":[0.00121187,0.0001203904,0.00001497876,0.001789461,0.000732111,0.00002449845,0.00002811939,0.000001067767,0.001111407,0.02988004,0.9640368,0.00104924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001849908,0.004501434,0.00008133747,0.0005334928,0.008647364,0.001000869,0.001162389,0.0003574972,0.9835306],"genre_scores_gemma":[0.002320529,0.0001441459,0.0005537617,0.0002408312,0.002111026,0.00009669454,0.00005716452,0.0004032418,0.9940726],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4142018,"threshold_uncertainty_score":0.9999702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08512847156692695,"score_gpt":0.3022390184741462,"score_spread":0.2171105469072193,"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."}}