{"id":"W2784015788","doi":"10.5430/wjel.v7n4p31","title":"Improving Speaking Skill Through Joyful, Active, Creative, Effective Approach (JACEA): Classroom Action Research at Fourth Grade Student","year":2017,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Action research; Computer science; Mathematics education; Action (physics); Psychology","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":[0.003123585,0.0002209092,0.0003965073,0.000416957,0.0008746763,0.0005654223,0.001698621,0.00007917407,0.00003361065],"category_scores_gemma":[0.00484767,0.0001785889,0.0002056337,0.0003784937,0.0001758239,0.002216926,0.0006612399,0.001138737,0.000007097297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006594214,"about_ca_system_score_gemma":0.0002065888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002266006,"about_ca_topic_score_gemma":0.0002468248,"domain_scores_codex":[0.9966909,0.0008181137,0.0004179605,0.0004277811,0.001129278,0.0005160007],"domain_scores_gemma":[0.9957225,0.001100749,0.0009306585,0.0008406116,0.001173174,0.0002323321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003204165,0.001762213,0.01050993,0.0001966359,0.0005309212,0.0003782724,0.4508799,0.0001902412,0.01487026,0.01318232,0.003979781,0.5031991],"study_design_scores_gemma":[0.01139487,0.002224396,0.4771206,0.001842574,0.00035866,0.0003855797,0.2297994,0.002486589,0.1120265,0.006259373,0.1538116,0.002289924],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9140177,0.001126774,0.04938133,0.0005164557,0.004745376,0.0006508399,0.000005663488,0.00005401661,0.02950189],"genre_scores_gemma":[0.7570567,0.0001025503,0.2379042,0.00007014615,0.003142135,0.00003195831,0.000002196552,0.00002881534,0.001661382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5009091,"threshold_uncertainty_score":0.7282643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0649011295497715,"score_gpt":0.409539505410162,"score_spread":0.3446383758603905,"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."}}