{"id":"W2906304356","doi":"10.18260/1-2--30997","title":"Strengthening Student Understanding Through Interactive Classroom Methods in Computer Science and Engineering","year":2020,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Attendance; Class (philosophy); Curriculum; Mathematics education; Critical thinking; Student engagement; Computer science; Test (biology); Engineering education; Psychology; Pedagogy; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001962318,0.0005505788,0.0004958816,0.001438988,0.0005533448,0.001683864,0.001156618,0.0003991427,0.006429184],"category_scores_gemma":[0.007232472,0.000190413,0.0003389182,0.0005797766,0.000557457,0.000800712,0.001794096,0.0004793121,0.0005478567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005376165,"about_ca_system_score_gemma":0.000922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006099813,"about_ca_topic_score_gemma":0.001475459,"domain_scores_codex":[0.9984274,0.0006759457,0.0000766143,0.0002069614,0.0004443067,0.0001687994],"domain_scores_gemma":[0.9916221,0.006183864,0.0007694702,0.0004561469,0.0004803303,0.0004881777],"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":[0.0007190912,0.0101204,0.02211053,0.0009801858,0.00007651672,0.0004054107,0.01825446,0.00155483,0.04567476,0.001672061,0.002174871,0.8962569],"study_design_scores_gemma":[0.001524475,0.04486525,0.4622347,0.002137869,0.0009292531,0.00479733,0.04192479,0.02153606,0.2666914,0.01047649,0.1424696,0.0004127194],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973016,0.0002769169,0.01648001,0.0001220356,0.0000188586,0.0002239227,0.00003734583,0.0003432085,0.009481714],"genre_scores_gemma":[0.951834,0.0003394436,0.04367617,0.00005447427,0.00002384275,0.0002426792,0.00006563223,0.00004845688,0.003715333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006429184,"threshold_uncertainty_score":0.0215078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1542873800696484,"score_gpt":0.4662360960338692,"score_spread":0.3119487159642207,"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."}}