{"id":"W1483463280","doi":"","title":"The Necessity of Appropriate Application of Multimedia Instruction to English Teaching","year":2015,"lang":"en","type":"article","venue":"Canadian social science","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multimedia; Computer science; Animation; Popularity; Process (computing); Teaching method; Field (mathematics); Mathematics education; Psychology; Computer graphics (images)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001676212,0.00003540403,0.00006488143,0.00006983444,0.0009990768,0.00001088074,0.0002408061,0.00004656221,0.000001612434],"category_scores_gemma":[0.001252841,0.00002908292,0.00001242368,0.0003997614,0.0002425918,0.0001463284,0.00002225515,0.0001369911,0.00001377742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000498407,"about_ca_system_score_gemma":0.001552383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04937046,"about_ca_topic_score_gemma":0.01941697,"domain_scores_codex":[0.9992059,0.00006982311,0.000168962,0.0001092684,0.0002116626,0.0002343961],"domain_scores_gemma":[0.9989664,0.00006470005,0.0001301209,0.0001079158,0.0004290863,0.0003018044],"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":[0.00001648208,0.00002117786,0.08982749,0.00002864224,0.000003264706,4.986587e-8,0.1480618,0.00001045846,0.0008887643,0.02995523,0.003915531,0.7272711],"study_design_scores_gemma":[0.0006572136,0.00009392767,0.176613,0.00009553114,0.00001712734,2.382458e-7,0.2299743,0.001091439,0.0009904704,0.00728938,0.5828277,0.000349595],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8723372,0.00001053384,0.000552803,0.0004783389,0.001496405,0.0003016739,0.00001034492,0.00001589561,0.1247968],"genre_scores_gemma":[0.9991251,5.319139e-7,0.0003040617,0.00009435744,0.000302051,0.00001948873,0.000002459887,0.00000299259,0.0001490137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7269215,"threshold_uncertainty_score":0.9984761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04139180590600063,"score_gpt":0.3692517142381706,"score_spread":0.32785990833217,"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."}}