{"id":"W4321769605","doi":"10.32388/pnxhc2","title":"Review of: \"Reversible transliteration of the historical Ukrainian alphabets in the context of heritage preservation and linguistic technologies development\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Transliteration; Ukrainian; Linguistics; Context (archaeology); History; Philosophy; Archaeology","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":[0.007797056,0.0004148095,0.0008286108,0.003250337,0.001833627,0.002628214,0.001992562,0.002386422,0.01943485],"category_scores_gemma":[0.02569018,0.000249491,0.00050407,0.002074937,0.002069947,0.002102806,0.001713457,0.001787693,0.008696438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002049639,"about_ca_system_score_gemma":0.01209175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006968423,"about_ca_topic_score_gemma":0.01721107,"domain_scores_codex":[0.9964758,0.0007092441,0.0004519105,0.0003033136,0.00184818,0.0002116568],"domain_scores_gemma":[0.9671808,0.005626522,0.001376989,0.0009993137,0.02385651,0.000959805],"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":[0.00003742409,0.00001538919,0.0001027969,0.002391988,0.00001772487,0.0001875945,0.0002202918,0.00006378735,0.0006102399,0.003601156,0.9016485,0.09110307],"study_design_scores_gemma":[0.000002966809,0.000009773757,0.0004371285,0.0004377056,0.00000980393,0.00007713918,0.00005636647,0.00001758077,0.0002469535,0.0002199495,0.9984801,0.000004510106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.003208767,0.1885472,0.004424755,0.1805175,0.5438236,0.0005412544,0.001871316,0.0004602511,0.07660543],"genre_scores_gemma":[0.03849426,0.4064386,0.006936266,0.08476005,0.182761,0.0006043803,0.003446653,0.0007285186,0.2758303],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01943485,"threshold_uncertainty_score":0.06501603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07458530549583517,"score_gpt":0.2741252299129255,"score_spread":0.1995399244170904,"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."}}