{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002867255,0.0002213377,0.0003511168,0.0007151166,0.001299351,0.004421393,0.001063449,0.0006422666,0.01136225],"category_scores_gemma":[0.008177415,0.0001190856,0.0003424927,0.0005202903,0.0008535112,0.002046437,0.00273433,0.00050665,0.001224861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008754448,"about_ca_system_score_gemma":0.002267898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001554167,"about_ca_topic_score_gemma":0.003483042,"domain_scores_codex":[0.9968574,0.001727113,0.0001345289,0.0002316578,0.0006904808,0.0003588092],"domain_scores_gemma":[0.9916881,0.004577224,0.0004409221,0.0006045806,0.0009559885,0.001733145],"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":[0.001878271,0.002247816,0.08948988,0.001185692,0.0000669744,0.00201346,0.02151873,0.001098752,0.01435518,0.02052465,0.003959744,0.8416609],"study_design_scores_gemma":[0.0006423045,0.01299909,0.4421956,0.003064275,0.0008433044,0.01992831,0.18037,0.02050281,0.03245836,0.04908985,0.2375287,0.0003775385],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9185181,0.002532321,0.01044982,0.002050621,0.0002713758,0.00008686207,0.00008166865,0.0003380088,0.06567129],"genre_scores_gemma":[0.9939945,0.0002415569,0.002672941,0.00007629421,0.00003746592,0.00002736288,0.00001726249,0.0000184518,0.002914243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01136225,"threshold_uncertainty_score":0.03801054,"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."}}