{"id":"W3177179043","doi":"10.24908/pceea.vi0.14973","title":"IMPACT OF INTEGRATING MENTAL WELLNESS AND PERSONAL LEARNING REFLECTIONS INTO FIRST-YEAR UNDERGRADUATE ENGINEERING COURSES","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Resilience and Mental Health","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mental health; Anxiety; Dualism; Reflection (computer programming); Psychology; Medical education; Work (physics); Computer science; Engineering; Medicine; Psychotherapist","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005292117,0.001094079,0.000813959,0.00114574,0.001915165,0.003612613,0.001812742,0.0009232523,0.01188933],"category_scores_gemma":[0.02154595,0.0004480226,0.0009561823,0.000662838,0.0007532695,0.001118571,0.00610018,0.00287168,0.001842063],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00300179,"about_ca_system_score_gemma":0.009847721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007445536,"about_ca_topic_score_gemma":0.0181217,"domain_scores_codex":[0.9959,0.001460833,0.0001318739,0.0003632494,0.0009001758,0.001243926],"domain_scores_gemma":[0.9727345,0.004211528,0.001235216,0.001228978,0.002257611,0.01833219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002057425,0.07607048,0.03962247,0.0007078493,0.0001595171,0.0003456019,0.01413297,0.001060252,0.005298223,0.0006142217,0.01827098,0.8416601],"study_design_scores_gemma":[0.001479046,0.05311698,0.7933198,0.001821145,0.0006276175,0.0003935291,0.04652328,0.003654887,0.01743352,0.002623191,0.07857449,0.0004325119],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833305,0.0002758063,0.0008297488,0.002651626,0.0004563546,0.0006312886,0.0001976459,0.0004409722,0.01118587],"genre_scores_gemma":[0.9802604,0.0006002737,0.006935304,0.0006496682,0.0001385078,0.0005316457,0.0003523336,0.00005811933,0.01047386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9969982,"threshold_uncertainty_score":0.03977382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008588327272025057,"score_gpt":0.316968218419339,"score_spread":0.308379891147314,"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."}}