{"id":"W3002973904","doi":"10.24908/pceea.vi0.13716","title":"ENHANCEMENT OF STUDENT LEARNING THROUGH SELF-REFLECTION","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Accreditation; Portfolio; Curriculum; Context (archaeology); Reflection (computer programming); Engineering education; Computer science; Mathematics education; Medical education; Engineering management; Pedagogy; Engineering ethics; Psychology; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001142681,0.0001005343,0.0001438171,0.0001849037,0.0002763761,0.00008480715,0.0003041325,0.0001336163,0.0001346963],"category_scores_gemma":[0.00139586,0.0001067371,0.00007105085,0.000739637,0.00002020196,0.0005750469,0.0000218819,0.0002541318,0.00002418493],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00521774,"about_ca_system_score_gemma":0.001459412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02766617,"about_ca_topic_score_gemma":0.008301681,"domain_scores_codex":[0.9986314,0.00003670856,0.0002855596,0.0001780874,0.0006015954,0.0002666593],"domain_scores_gemma":[0.9979467,0.0001106455,0.0007384567,0.00008173006,0.001030222,0.00009228672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004156533,0.0002621819,0.8426973,0.000200448,0.0001934097,8.065789e-9,0.08273811,0.0006244697,0.01189803,0.05607639,0.004093379,0.001212136],"study_design_scores_gemma":[0.0003842259,0.0001131283,0.3634031,0.0003042818,0.0001764201,8.563658e-7,0.02843353,0.0003412264,0.02084191,0.001635201,0.5838595,0.0005066813],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8490942,0.0000647707,0.00001492992,0.003204949,0.003107617,0.0005697608,0.000001147254,0.000052747,0.1438898],"genre_scores_gemma":[0.9909194,0.00005893525,0.001707689,0.00008906506,0.0002202563,0.00004856008,0.000002461274,0.00001744107,0.006936267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5797661,"threshold_uncertainty_score":0.9986011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01046165428683006,"score_gpt":0.3139229609352823,"score_spread":0.3034613066484523,"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."}}