{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002320921,0.0001122979,0.0001457304,0.0001847878,0.0002240573,0.0000448119,0.00009278359,0.00009280611,0.0000509031],"category_scores_gemma":[0.000473932,0.000110206,0.00008053762,0.0004682003,0.00001730575,0.0001397649,0.00001863337,0.000244771,0.000002902426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001734105,"about_ca_system_score_gemma":0.0005689907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01819445,"about_ca_topic_score_gemma":0.008163664,"domain_scores_codex":[0.9991936,0.000009335693,0.0002165932,0.0001651297,0.0001756785,0.0002396387],"domain_scores_gemma":[0.9992697,0.00005871734,0.000218713,0.0000495824,0.0002492688,0.0001540365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001067501,0.0001500633,0.9305592,0.0004047312,0.0002969668,2.984948e-7,0.0269825,0.001059343,0.01499982,0.01656383,0.006045661,0.002926919],"study_design_scores_gemma":[0.0005789473,0.000155992,0.9565935,0.0006588142,0.00009543959,0.00005149367,0.0226742,0.004717928,0.005565153,0.0002053353,0.008268928,0.000434282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947284,0.0001719812,0.00001505014,0.001855192,0.0008424668,0.0001398522,0.00001001709,0.00002605647,0.002210968],"genre_scores_gemma":[0.9977524,0.00003015588,0.0004127916,0.0000248506,0.00008516845,0.00002219103,0.000009386917,0.00001987705,0.001643139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0260343,"threshold_uncertainty_score":0.9883435,"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."}}