{"id":"W2618137724","doi":"10.16995/dm.60","title":"Easy tools to get to grips with linguistic variation in the manuscripts of Njáls saga.","year":2015,"lang":"en","type":"article","venue":"Digital Medievalist","topic":"Linguistics and language evolution","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variation (astronomy); Icelandic; Linguistics; Computer science; Style (visual arts); Philology; Lemmatisation; XML; Literature; History; Natural language processing; Art; World Wide Web; Sociology; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0003300393,0.0001153325,0.0001545021,0.00009337139,0.00005348019,0.0003595216,0.000197036,0.000023315,0.00004130132],"category_scores_gemma":[0.002230736,0.00007412164,0.00002686224,0.00008477396,0.00006228209,0.0001252081,0.00003757409,0.00007323633,0.00006640167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005209718,"about_ca_system_score_gemma":0.00005106929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007144629,"about_ca_topic_score_gemma":0.001886338,"domain_scores_codex":[0.998979,0.00002869209,0.0002516085,0.0001633363,0.0003920054,0.0001853207],"domain_scores_gemma":[0.9991767,0.0000986669,0.00006830467,0.0002188226,0.0003290472,0.0001084371],"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":[0.0003560912,0.0003807661,0.001127107,0.000103549,0.0000511439,0.0001172954,0.3892997,0.000159969,0.0000621817,0.5858273,0.01864728,0.003867684],"study_design_scores_gemma":[0.0008792211,0.001018516,0.006171132,0.000247299,0.00005199936,0.000008706036,0.01093555,0.0001798828,0.0000504348,0.00973466,0.9702984,0.0004241918],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3451152,0.0001460057,0.0007421976,0.001017603,0.001989422,0.0008837615,0.000521914,0.00006333525,0.6495205],"genre_scores_gemma":[0.9960418,3.900076e-7,0.0001546358,0.0005897514,0.001227783,0.0000244092,0.00007436403,0.00001362923,0.001873181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9516512,"threshold_uncertainty_score":0.3466875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06606869629784722,"score_gpt":0.2529944679362239,"score_spread":0.1869257716383767,"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."}}