{"id":"W1541659199","doi":"10.5539/ies.v8n13p73","title":"Meta-analysis on Element of Cognitive Conflict Strategies with a Focus on Multimedia Learning Material Development","year":2015,"lang":"en","type":"article","venue":"International Education Studies","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Teknologi Malaysia; Ministry of Education, India","keywords":"Animation; Curriculum; Computer science; Multimedia; Cognition; Cognitive load; Mathematics education; Psychology; Pedagogy","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":[0.05816492,0.003755285,0.01642046,0.02016524,0.00214339,0.006798939,0.004954512,0.002847182,0.008796616],"category_scores_gemma":[0.1838225,0.001475668,0.05151976,0.01597857,0.002284058,0.006362115,0.004197705,0.003734588,0.0005102735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005670906,"about_ca_system_score_gemma":0.00661139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003992965,"about_ca_topic_score_gemma":0.007754844,"domain_scores_codex":[0.8905558,0.06602433,0.01779089,0.01179415,0.01279159,0.001043157],"domain_scores_gemma":[0.5768811,0.3947475,0.01326429,0.006226412,0.007559228,0.001321525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002285447,0.0001346527,0.01575287,0.1427079,0.8173092,0.00034007,0.001267456,0.001213107,0.0003749134,0.001441219,0.001016648,0.01615654],"study_design_scores_gemma":[0.001369939,0.001281547,0.01389754,0.02251758,0.9445986,0.0003511136,0.00115678,0.002145592,0.0007049285,0.004610183,0.007203589,0.0001625507],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.095665,0.8230258,0.05159778,0.001969818,0.002186886,0.0117368,0.007636915,0.0006230605,0.005558001],"genre_scores_gemma":[0.7386736,0.1309772,0.08547247,0.001786944,0.0006388027,0.03493969,0.004615541,0.0003864147,0.002509393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05816492,"threshold_uncertainty_score":0.3076092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2310557875065134,"score_gpt":0.4319966745844414,"score_spread":0.200940887077928,"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."}}