{"id":"W7117882019","doi":"10.1109/icicnis66685.2025.11315578","title":"TerraLearn: Scalable AI Tutoring for Remote and Resource-Constrained Regions","year":2025,"lang":"","type":"article","venue":"","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Scalability; The Internet; Swap (finance); Process (computing); Scheduling (production processes); User interface","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":[0.0005295065,0.0009020727,0.0006960495,0.0004894795,0.0004999785,0.001068556,0.002021507,0.0007715634,0.02397118],"category_scores_gemma":[0.002419414,0.0002750483,0.0004893123,0.0004294673,0.0003133471,0.001695618,0.00376286,0.001298001,0.01004106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000464379,"about_ca_system_score_gemma":0.0008833194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002114875,"about_ca_topic_score_gemma":0.003172776,"domain_scores_codex":[0.9995632,0.00009851385,0.00002201989,0.0001250493,0.0001226322,0.0000685965],"domain_scores_gemma":[0.9992429,0.0001866299,0.00004046503,0.0001449504,0.0001452958,0.0002396656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001747309,0.001063789,0.004892369,0.0007256266,0.0001755132,0.001089,0.0009901928,0.04534723,0.04063559,0.007639513,0.1676468,0.728047],"study_design_scores_gemma":[0.001219289,0.001728103,0.007153049,0.0001560591,0.0001769463,0.001235194,0.0008230871,0.5557005,0.04628235,0.02591359,0.3593468,0.000265048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06858383,0.001309286,0.5155572,0.0009080021,0.0004320578,0.0008139531,0.002485973,0.3645244,0.04538528],"genre_scores_gemma":[0.5649769,0.0006926013,0.3687595,0.000706643,0.0002037678,0.0008856196,0.00659567,0.007797624,0.04938178],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02397118,"threshold_uncertainty_score":0.08019155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181538294739017,"score_gpt":0.2906831660644942,"score_spread":0.2725293365905925,"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."}}