{"id":"W7131754284","doi":"","title":"Investigating the improvement of reading experience and phonetic transcriptions of non-Persian speakers: the case study of Saadiś poems","year":2024,"lang":"fa","type":"article","venue":"E-LIS Repository (University of Naples Federico II)","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Annotation; Transcription (linguistics); Readability; Reading (process); Digitization; Transliteration","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001350417,0.0004318126,0.0003085921,0.001016077,0.002371342,0.001958477,0.0006895307,0.001175002,0.002572194],"category_scores_gemma":[0.005340912,0.0002172161,0.0002367158,0.0006560191,0.002682931,0.001061565,0.001190857,0.0009026672,0.0005176582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007895684,"about_ca_system_score_gemma":0.0006169428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0047419,"about_ca_topic_score_gemma":0.01109458,"domain_scores_codex":[0.9990343,0.0005098955,0.00004542378,0.0001466089,0.0001578566,0.0001060385],"domain_scores_gemma":[0.9974316,0.001565365,0.0002659814,0.0001510548,0.0003481029,0.0002379175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000110314,0.0002682248,0.02997792,0.0001722122,0.00001159023,0.01470215,0.9240652,0.0000844895,0.007485655,0.0004004209,0.000373067,0.02234882],"study_design_scores_gemma":[0.00001244076,0.0004071141,0.07714608,0.00007007099,0.00003195144,0.01115206,0.8914909,0.000472584,0.005193775,0.0003536535,0.01362203,0.00004745724],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977928,0.00008506278,0.0002212201,0.0001179566,0.000008681113,0.00001190253,0.00001643475,0.000007627158,0.001738229],"genre_scores_gemma":[0.9968623,0.0001394339,0.0005798168,0.0000470444,0.0000107296,0.00001300882,0.00002837352,0.00001264504,0.002306714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0047419,"threshold_uncertainty_score":0.00942862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03848058432684034,"score_gpt":0.2271232009666637,"score_spread":0.1886426166398234,"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."}}