{"id":"W4401313909","doi":"10.18260/1-2--47444","title":"Exploring the Role of Mentorship within a Social Network to Develop Leadership in Engineering Educators","year":2024,"lang":"en","type":"article","venue":"","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Mentorship; Context (archaeology); Engineering ethics; Professional development; Pedagogy; Sociology; Educational leadership; Medical education; Public relations; Political science; Engineering; Medicine","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":[0.008452118,0.0003613247,0.0002178014,0.001108861,0.007475637,0.007707589,0.001511999,0.001319819,0.005982161],"category_scores_gemma":[0.01789403,0.0002548152,0.0003654208,0.0007353612,0.004737637,0.005658481,0.005300107,0.002859877,0.0003987721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005299014,"about_ca_system_score_gemma":0.007187956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009758353,"about_ca_topic_score_gemma":0.03150149,"domain_scores_codex":[0.9917372,0.006680491,0.00005080841,0.0002375476,0.0003897208,0.0009043282],"domain_scores_gemma":[0.9749629,0.01467379,0.00201397,0.0005749431,0.001339226,0.006435205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003079977,0.002105204,0.1299963,0.0002970235,0.000094478,0.001132137,0.7133085,0.0003762771,0.000990949,0.04905535,0.006427262,0.09590852],"study_design_scores_gemma":[0.00007107819,0.0004908508,0.07519238,0.0004112162,0.00006566853,0.0002750311,0.8740867,0.001797384,0.0004404476,0.0142255,0.03288891,0.00005476549],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453928,0.0004591384,0.001409611,0.01007034,0.00008624513,0.00007186518,0.00002516683,0.00002187738,0.04246296],"genre_scores_gemma":[0.9962593,0.0002075301,0.0007104451,0.0003461716,0.0000140386,0.00004145152,0.00001119075,0.00001110203,0.00239883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009758353,"threshold_uncertainty_score":0.04469961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1725121567690969,"score_gpt":0.311395240998848,"score_spread":0.138883084229751,"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."}}