{"id":"W2961451841","doi":"10.5430/rwe.v10n2p102","title":"Teacher's Opinion Towards Constructive Thinking for Teaching Essay Writing Based on Interactive Multimedia Integration","year":2019,"lang":"en","type":"article","venue":"Research in World Economy","topic":"English Language Learning and Teaching","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constructive; Mathematics education; Animation; Computer science; Focus (optics); Process (computing); Malay; Multimedia; Graphics; Pedagogy; Psychology; Linguistics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00246076,0.0001255837,0.0001949304,0.0004930755,0.0005371624,0.001096209,0.0002013619,0.000482005,0.002610711],"category_scores_gemma":[0.0122746,0.0001439335,0.0002128567,0.0002504526,0.0006721747,0.000546076,0.0005352211,0.0004745192,0.0004171855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006252084,"about_ca_system_score_gemma":0.0006776555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009739176,"about_ca_topic_score_gemma":0.001745587,"domain_scores_codex":[0.9973081,0.001272069,0.0002112257,0.0001244496,0.000874996,0.0002091078],"domain_scores_gemma":[0.9868586,0.006249522,0.002567815,0.0002534662,0.003170202,0.000900338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000786093,0.0005114881,0.3847429,0.001322286,0.00007168289,0.005256394,0.4113452,0.0006346105,0.0610838,0.00148701,0.005594167,0.1271645],"study_design_scores_gemma":[0.00006718695,0.001997178,0.4218488,0.0005951636,0.0001553555,0.004823443,0.5156702,0.003097899,0.01367396,0.0007263924,0.03721577,0.0001286741],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920643,0.0001985149,0.001041166,0.0007391434,0.0000392896,0.00002978583,0.00001704253,0.00001009094,0.00586068],"genre_scores_gemma":[0.9974044,0.0002329136,0.0002315196,0.0001170833,0.00001591211,0.0000180096,0.00001521905,0.000004382438,0.001960481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002610711,"threshold_uncertainty_score":0.0130139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03429628268791652,"score_gpt":0.3611513736681614,"score_spread":0.3268550909802449,"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."}}