{"id":"W2484178852","doi":"10.5539/ies.v9n8p15","title":"Theoretical Overview on the Improvement of Interest in Learning Theoretical Course for Engineering Students","year":2016,"lang":"en","type":"article","venue":"International Education Studies","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Course (navigation); Class (philosophy); Teaching method; Face (sociological concept); Phenomenon; Active learning (machine learning); Engineering education; Psychology; Computer science; Pedagogy; Epistemology; Engineering; Sociology; Artificial intelligence; Engineering management","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002930135,0.00007575991,0.0001175179,0.00008148781,0.00009747039,0.00002224679,0.0003169484,0.00002768518,0.0002045829],"category_scores_gemma":[0.01078631,0.00004353809,0.000043246,0.000107259,0.0004947024,0.0000611676,0.00007709293,0.0001083642,0.000005026501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002376469,"about_ca_system_score_gemma":0.0001024424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001565096,"about_ca_topic_score_gemma":0.0000171395,"domain_scores_codex":[0.9990424,0.0001938355,0.0002431697,0.0001350777,0.0002561108,0.0001294438],"domain_scores_gemma":[0.9965032,0.00261527,0.00010333,0.0000792686,0.0006807492,0.00001820903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001960707,0.0001544345,0.006300721,0.000006922579,0.00006998375,6.112192e-8,0.003900228,0.000002364368,0.0005886378,0.9696485,0.0002188585,0.01908966],"study_design_scores_gemma":[0.00105477,0.000372959,0.03074916,0.001866543,0.00004404859,6.302154e-7,0.04715003,0.0001155318,0.006116988,0.8721781,0.03999218,0.000359089],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962869,0.0001760988,0.003904097,0.02673751,0.002311712,0.0003726619,0.000005348874,0.00002183668,0.00360171],"genre_scores_gemma":[0.9980809,0.0001462213,0.0007595512,0.0002591106,0.000197235,0.000160303,9.008011e-7,0.000007355238,0.0003884192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09747045,"threshold_uncertainty_score":0.9975463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1835092413709808,"score_gpt":0.5221680572822881,"score_spread":0.3386588159113073,"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."}}