{"id":"W2232982059","doi":"10.1558/calico.v32i1.25646","title":"Software Review: Mango Conversations—Japanese for English Speakers","year":2015,"lang":"en","type":"article","venue":"CALICO Journal","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Pronunciation; Computer science; Software; Drill; Linguistics; Computer-Assisted Instruction; Natural language processing; Multimedia; Engineering; Programming language","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":[0.002942116,0.00006325901,0.0001291377,0.00003135725,0.0003500258,0.00009285657,0.000185838,0.00005347606,0.0003031339],"category_scores_gemma":[0.007668844,0.00005626,0.0001007012,0.0001428893,0.00009831811,0.0002254801,0.0000104087,0.0001306886,0.00002557945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790633,"about_ca_system_score_gemma":0.0007969292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006645329,"about_ca_topic_score_gemma":0.00003338626,"domain_scores_codex":[0.9989331,0.0002431948,0.0001988802,0.00009608942,0.0003144901,0.0002142381],"domain_scores_gemma":[0.9982257,0.0002578207,0.0001242263,0.00008697186,0.0009123363,0.0003928883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001185012,0.00004678859,0.001787778,0.00006300895,0.00002409203,0.000002752847,0.03187558,0.000005220982,0.000005988147,0.005012662,0.9383257,0.02283857],"study_design_scores_gemma":[0.0002379199,0.00002121362,0.0002971883,0.0001014715,0.00002730594,0.000009604026,0.008910082,0.000001542729,0.000006561892,0.003603297,0.986703,0.00008077118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1084197,0.1739059,0.06895244,0.2183861,0.07697344,0.006639382,0.0002657395,0.0008331793,0.3456241],"genre_scores_gemma":[0.05397117,0.05224629,0.5199763,0.06349565,0.07593138,0.0004930504,0.0001982478,0.0002128021,0.2334752],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4510238,"threshold_uncertainty_score":0.9180877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1443707576404524,"score_gpt":0.4406222363020038,"score_spread":0.2962514786615513,"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."}}