{"id":"W4405675069","doi":"10.24908/pceea.2024.18593","title":"Approaches to Ethically Studying Indigenous Engineering Student Mental Health","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Resilience and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Indigenous; Mental health; Engineering ethics; Psychology; Engineering; Psychotherapist; Biology; Ecology","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":[0.1580627,0.001043137,0.0009302846,0.002772472,0.03209348,0.01474029,0.005130237,0.01113578,0.005922933],"category_scores_gemma":[0.1080802,0.0008907104,0.001123733,0.002081678,0.1028481,0.008586402,0.01837887,0.02461184,0.0009783398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02691948,"about_ca_system_score_gemma":0.08105426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03883521,"about_ca_topic_score_gemma":0.06702024,"domain_scores_codex":[0.8301586,0.1462323,0.003135539,0.003996385,0.01115699,0.005320206],"domain_scores_gemma":[0.8570946,0.08934759,0.007791917,0.0173898,0.01911538,0.009260639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003099089,0.00009921844,0.0008996465,0.0003880145,0.0000202412,0.0004931809,0.6053303,0.0002017773,0.0006737819,0.3695582,0.007946492,0.01435808],"study_design_scores_gemma":[0.00006026373,0.00008580337,0.0009505954,0.002269458,0.00003656561,0.000748021,0.5258057,0.0006079474,0.001175701,0.2736589,0.1945241,0.00007689223],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.07752144,0.008408291,0.2230993,0.4509541,0.005490971,0.007416979,0.0001949722,0.0002051129,0.2267088],"genre_scores_gemma":[0.7476021,0.005056155,0.1218839,0.07093828,0.001382098,0.01801403,0.0001112036,0.0001510949,0.03486115],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1580627,"threshold_uncertainty_score":0.8359255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03989858852416975,"score_gpt":0.3269713691910806,"score_spread":0.2870727806669109,"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."}}