{"id":"W1936145708","doi":"10.1558/calico.v32i1.25645","title":"Software Review: Mango Premiere—Japanese Videos for English Speakers","year":2015,"lang":"en","type":"article","venue":"CALICO Journal","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Computer science; Drill; Software; Linguistics; Multimedia; Artificial intelligence; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003815501,0.00008870922,0.0001813787,0.00003283134,0.0003606595,0.0001200335,0.0002819649,0.00007578953,0.000267804],"category_scores_gemma":[0.01033136,0.0000757642,0.0001387437,0.0001590843,0.00009954228,0.0002607355,0.00001819044,0.0001922845,0.00002306478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002161832,"about_ca_system_score_gemma":0.0008179836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006458394,"about_ca_topic_score_gemma":0.00004161719,"domain_scores_codex":[0.998568,0.0003146738,0.0002599788,0.000134205,0.0004130772,0.0003100887],"domain_scores_gemma":[0.9979985,0.0002867298,0.0001584337,0.0001217872,0.0008853949,0.0005491615],"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":[0.00001689417,0.00005365658,0.001394611,0.00009704426,0.00002411134,0.0000040635,0.02039543,0.000004202512,0.00001376831,0.002121259,0.9430336,0.03284129],"study_design_scores_gemma":[0.0002375928,0.00003245157,0.0002896576,0.0002274016,0.00003266296,0.00001729467,0.004515316,0.000001354363,0.00001638445,0.003321688,0.9911983,0.0001099049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1286853,0.2406362,0.03216235,0.1068527,0.06011081,0.006991552,0.0002218266,0.0008270322,0.4235123],"genre_scores_gemma":[0.04194883,0.0607191,0.4492718,0.05201713,0.1052647,0.0006597248,0.0001243319,0.0002982767,0.2896961],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4171095,"threshold_uncertainty_score":0.998005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360106299968257,"score_gpt":0.443454503529905,"score_spread":0.3074438735330793,"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."}}