{"id":"W4233372936","doi":"10.3138/flor.24.001","title":"Foreword","year":2007,"lang":"en","type":"article","venue":"Florilegium","topic":"Medieval Literature and History","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Honour; Lexicography; Classics; History; Grammar; Sociology; Media studies; Philosophy; Linguistics; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001804539,0.0000724655,0.00007939666,0.00006331331,0.0001478786,0.00003518478,0.00008088577,0.0000290193,0.004212651],"category_scores_gemma":[0.00001113662,0.00006012057,0.00004997936,0.00001602115,0.00008409237,0.0001186719,0.0000116951,0.0001011422,0.000536587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002273835,"about_ca_system_score_gemma":0.00001242797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002454483,"about_ca_topic_score_gemma":0.0005686329,"domain_scores_codex":[0.9994522,0.000005529891,0.0001170285,0.0001055043,0.0001257044,0.0001940754],"domain_scores_gemma":[0.9996955,0.00002666575,0.00002630352,0.0001351672,0.00004932834,0.00006700768],"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":[0.00001293211,0.000008607789,0.000009056804,0.000006437448,0.000003823121,0.000008249611,0.009518369,4.029207e-8,0.000002850192,0.4779579,0.5122078,0.0002639338],"study_design_scores_gemma":[0.00009252688,0.00003462806,0.00007192296,0.000005983729,0.000006566909,0.000001422185,0.0004300564,0.000006580334,0.000009002535,0.00112982,0.9981256,0.00008595081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001427982,0.0003362459,0.0009688454,0.0001331063,0.109108,0.00006513871,0.00002125816,0.0001021397,0.8878373],"genre_scores_gemma":[0.3330102,0.000002577889,0.0006331368,0.002680989,0.2452496,0.000007799377,0.00004538812,0.00003174247,0.4183386],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4859177,"threshold_uncertainty_score":0.9966976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168754316917678,"score_gpt":0.2146999047924505,"score_spread":0.1930123616232737,"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."}}