{"id":"W4242983083","doi":"10.3138/flor.24.002","title":"Preface","year":2007,"lang":"en","type":"article","venue":"Florilegium","topic":"Lexicography and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philology; Lexicography; Scholarship; Classics; Excellence; History; Art; Philosophy; Linguistics; Sociology; Feminism; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001363177,0.00007628315,0.00007133985,0.00005303177,0.0002141789,0.00004997868,0.00007485388,0.0000175834,0.002210908],"category_scores_gemma":[0.00001145912,0.00005929587,0.00006166645,0.00002780682,0.0001243764,0.0001086056,0.00002335718,0.00006803064,0.0001930958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007390069,"about_ca_system_score_gemma":0.000004677264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009348224,"about_ca_topic_score_gemma":0.0008773155,"domain_scores_codex":[0.9994866,0.000005970309,0.00009556896,0.0001057799,0.000101001,0.0002050858],"domain_scores_gemma":[0.9997525,0.00003042112,0.00002420848,0.0001153959,0.00004074078,0.00003671224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000242668,0.00003828452,0.0002784939,0.00001708311,0.00004738553,0.0000218535,0.08487492,5.983987e-7,0.000005433222,0.5583774,0.3554768,0.0008374827],"study_design_scores_gemma":[0.00010305,0.00003047934,0.0005532451,0.000006248396,0.00000798134,8.547013e-7,0.005509936,0.000001965444,0.00003013692,0.0008269055,0.9928375,0.00009164429],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01505842,0.0005728244,0.0008514121,0.0001950032,0.05012946,0.00009703431,0.00001427898,0.0002063937,0.9328752],"genre_scores_gemma":[0.8937501,0.00000672535,0.0003148691,0.0006865307,0.06924827,0.000007495174,0.000007718193,0.00001643944,0.03596182],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8969133,"threshold_uncertainty_score":0.9987012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886605377444529,"score_gpt":0.2227119332244878,"score_spread":0.2038458794500425,"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."}}