{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01252093,0.0005675026,0.0005415213,0.002576815,0.007413574,0.003008542,0.0006938544,0.002325486,0.007577098],"category_scores_gemma":[0.07292981,0.0006006457,0.0003166177,0.001901966,0.001141213,0.003784034,0.00494707,0.002314932,0.00223925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002238942,"about_ca_system_score_gemma":0.007071927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004741791,"about_ca_topic_score_gemma":0.02468572,"domain_scores_codex":[0.9908125,0.006288192,0.0008546734,0.0005661948,0.000865465,0.0006130224],"domain_scores_gemma":[0.9008074,0.06403431,0.009258567,0.002826515,0.009994562,0.01307851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009114685,0.0007371058,0.03691534,0.002798938,0.00009324918,0.004875376,0.5333405,0.0001669524,0.01124385,0.002523828,0.2515581,0.1548353],"study_design_scores_gemma":[0.0001108387,0.000801786,0.07206038,0.001248128,0.000102977,0.002917964,0.3476595,0.0008235857,0.003989492,0.001822195,0.5682222,0.0002408643],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8657951,0.01085356,0.01389141,0.05975088,0.004941579,0.0017583,0.002503545,0.001683967,0.03882158],"genre_scores_gemma":[0.9180103,0.004701655,0.01790232,0.01150916,0.002107929,0.002572496,0.001555704,0.001087218,0.04055319],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01252093,"threshold_uncertainty_score":0.06621778,"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."}}