{"id":"W4411446014","doi":"10.2139/ssrn.5244830","title":"Advantages and Limitations of Virtual Classroom in Telugu Language Teaching","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of Manitoba","funders":"","keywords":"Telugu; Computer science; Linguistics; Mathematics education; Natural language processing; Psychology; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001363551,0.00005707188,0.0001201893,0.0002653503,0.0003362027,0.00001814574,0.000146437,0.00006114635,0.000002903995],"category_scores_gemma":[0.001406484,0.00005610976,0.0000254275,0.0002703196,0.0001830741,0.0001424409,0.00003186181,0.0009976348,0.000001568917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005602253,"about_ca_system_score_gemma":0.001545105,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003585794,"about_ca_topic_score_gemma":0.02543416,"domain_scores_codex":[0.9988239,0.0001189657,0.0001829077,0.00009803338,0.0001115894,0.0006645713],"domain_scores_gemma":[0.9994231,0.0003671683,0.00008763406,0.00006441477,0.0000382719,0.00001936169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006186352,0.00003497059,0.01237827,0.000001943466,0.00003663576,4.050855e-7,0.02064164,0.000004267838,0.0008526775,0.7014785,0.0001193253,0.2644451],"study_design_scores_gemma":[0.0003888278,0.00009623656,0.0190858,0.00004960192,0.00002102779,0.000006589017,0.7562093,0.000004385338,0.0002072918,0.213465,0.01036623,0.00009969492],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745575,0.005786542,0.002022423,0.005143628,0.0001521209,0.00008292618,7.486157e-7,0.00006164463,0.01219248],"genre_scores_gemma":[0.9848729,0.00952817,0.0002763988,0.00004752299,0.00004332135,0.000005356287,3.426828e-7,0.000003597234,0.005222344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7355677,"threshold_uncertainty_score":0.9923491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01307307849473287,"score_gpt":0.3389597472043923,"score_spread":0.3258866687096594,"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."}}