{"id":"W2284066781","doi":"","title":"Learn Mandarin Chinese Online Through \"TalkToNative\" platform","year":2006,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Mobile Learning in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mandarin Chinese; Computer science; Natural language processing; Linguistics; Artificial intelligence; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001464555,0.0002762678,0.0002737775,0.0006872825,0.0002091402,0.0001072776,0.0008277752,0.0001820064,0.0003400125],"category_scores_gemma":[0.0004046585,0.0002472892,0.00003572318,0.001354393,0.0004324294,0.0004193927,0.0001976698,0.000657967,0.0001369261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001028518,"about_ca_system_score_gemma":0.0005692914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008121543,"about_ca_topic_score_gemma":0.0005898144,"domain_scores_codex":[0.9981751,0.00004010228,0.0003435664,0.0006527887,0.0003885111,0.0003999636],"domain_scores_gemma":[0.9982913,0.0005970688,0.0001948328,0.0005513596,0.0002729775,0.00009245477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004306796,0.0003835471,0.021582,0.00001021542,0.0000101205,0.000003391723,0.0004695575,0.000006425064,0.0001934181,0.9646592,0.002610821,0.01006702],"study_design_scores_gemma":[0.0003026988,0.00007611523,0.07872277,0.00004329498,0.000005016106,0.00002992959,0.00003883944,0.0008824198,0.0003367862,0.9166536,0.00266002,0.0002484858],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.174161,0.0004590392,0.004920805,0.7959117,0.004389332,0.000461189,0.00002091614,0.000600236,0.01907574],"genre_scores_gemma":[0.9792839,0.00007289273,0.01543679,0.000373802,0.0007911592,0.0001762632,0.0001598978,0.00001717292,0.003688159],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8051229,"threshold_uncertainty_score":0.9999979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214757238127836,"score_gpt":0.2816581303554203,"score_spread":0.2601824065426366,"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."}}