{"id":"W2171933221","doi":"10.1558/cj.v22i2.237-250","title":"Challenge of Developing and Implementing Multimedia Courseware for a Japanese Language Program","year":2005,"lang":"en","type":"article","venue":"CALICO Journal","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University; University of Alberta","funders":"","keywords":"Computer science; Nomothetic and idiographic; Curriculum; Process (computing); Multimedia; Benchmark (surveying); Language acquisition; Technology integration; Educational technology; Mathematics education; Programming language; Pedagogy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005522844,0.0000876502,0.0001449138,0.00006681467,0.0004246927,0.0001312395,0.00007378202,0.00002657342,0.0002018087],"category_scores_gemma":[0.00008548067,0.00007137517,0.00005767805,0.00001101618,0.00006330165,0.0001262175,0.00002385327,0.0002147286,0.000002462991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002134115,"about_ca_system_score_gemma":0.00003056084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003086195,"about_ca_topic_score_gemma":0.0002152015,"domain_scores_codex":[0.9992824,0.00004008965,0.0002359406,0.00008899603,0.0001049876,0.0002476106],"domain_scores_gemma":[0.9995611,0.00007982681,0.0001543422,0.00005230615,0.00008835409,0.00006401285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000143528,0.00006371867,0.0003367154,0.00009428194,0.00005580814,0.000005301173,0.3547587,0.000003756652,0.0001474425,0.004503188,0.0009211769,0.6390956],"study_design_scores_gemma":[0.001644862,0.0002800628,0.0002186749,0.0003561622,0.00006076946,0.00007617203,0.1231888,0.002948043,0.0001644603,0.0001292994,0.8706385,0.0002941784],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884309,0.002577379,0.0003026265,0.001914053,0.0002288836,0.0002824089,0.00001782741,0.00008319831,0.006162713],"genre_scores_gemma":[0.991011,0.00002909639,0.006411051,0.00008978797,0.001536981,0.00001316682,0.000007576093,0.00001808533,0.0008832726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8697174,"threshold_uncertainty_score":0.3266436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04693761331868154,"score_gpt":0.3330313760114744,"score_spread":0.2860937626927929,"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."}}