{"id":"W6888940971","doi":"10.24433/co.5645180.v1","title":"Softcomputing in Identification of the Origin of Voynich Manuscript by Comparison with Ancient Dialects","year":2023,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Alphabet; DECIPHER; Identification (biology); Similarity (geometry); Code (set theory); Measure (data warehouse)","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":[],"consensus_categories":[],"category_scores_codex":[0.0006912503,0.0003313806,0.0002584523,0.002545816,0.0008084344,0.001931159,0.0002871712,0.0003972334,0.003771393],"category_scores_gemma":[0.003923783,0.00008667643,0.0003156797,0.001677362,0.0007634156,0.001526012,0.0008623021,0.0004983878,0.00152956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003788063,"about_ca_system_score_gemma":0.0004908604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002608978,"about_ca_topic_score_gemma":0.002991808,"domain_scores_codex":[0.9994271,0.0001711634,0.00005794486,0.0001516993,0.0001152161,0.00007698734],"domain_scores_gemma":[0.9988521,0.0005033743,0.0001413953,0.0001161853,0.0002795428,0.0001073451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002298829,0.0002624663,0.1672238,0.0007928844,0.000257351,0.002823292,0.006766202,0.01476888,0.03560654,0.0303731,0.01901271,0.7198139],"study_design_scores_gemma":[0.0000884356,0.0005120396,0.4828219,0.0005931482,0.0003888715,0.004577907,0.01697524,0.2867005,0.05587452,0.05193469,0.09924936,0.0002834199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9398293,0.001641679,0.03138281,0.0005109248,0.0004385615,0.00004536887,0.000897548,0.0005382231,0.02471562],"genre_scores_gemma":[0.981011,0.0003743573,0.01264376,0.00007962717,0.00006679782,0.0000237862,0.001216493,0.0001227671,0.004461507],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.003771393,"threshold_uncertainty_score":0.01261657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03242932992671164,"score_gpt":0.2841273948651549,"score_spread":0.2516980649384432,"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."}}