{"id":"W4308912279","doi":"10.24908/pceea.vi.15876","title":"k2i academy: An Innovative Ecosystem Addressing System Barriers in STEM from Kindergarten to Industry","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Directorate for STEM Education; Ministère de l’Éducation, Gouvernement de l’Ontario; York University","keywords":"Inclusion (mineral); Equity (law); Work (physics); Diversity (politics); Underrepresented Minority; Medical education; Professional development; Pedagogy; Engineering ethics; Engineering; Engineering management; Psychology; Public relations; Sociology; Political science; Medicine; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"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":[0.006370413,0.0007333058,0.0004613377,0.002536522,0.01088232,0.01231363,0.003341042,0.002738874,0.01088032],"category_scores_gemma":[0.006238834,0.00077064,0.001157365,0.001596626,0.004280562,0.008679038,0.02485269,0.003024657,0.002327022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00621246,"about_ca_system_score_gemma":0.02818024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007760624,"about_ca_topic_score_gemma":0.02177451,"domain_scores_codex":[0.9955162,0.001613558,0.0002011865,0.0005703206,0.0007855816,0.001313134],"domain_scores_gemma":[0.9932423,0.0006977706,0.0003054168,0.0006182046,0.0006623259,0.00447394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006432135,0.006653251,0.0940007,0.001380498,0.0002015217,0.002418393,0.07339034,0.01132557,0.01419237,0.1010294,0.08371613,0.6110485],"study_design_scores_gemma":[0.0003278337,0.002877387,0.04492955,0.001048898,0.0002657254,0.001555473,0.09420554,0.01550852,0.006551574,0.05903776,0.7732697,0.0004220139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5713252,0.001099117,0.1268151,0.02480146,0.001031722,0.002666351,0.001092099,0.01092838,0.2602407],"genre_scores_gemma":[0.7590332,0.0008069311,0.1936349,0.003173064,0.0001047321,0.001937165,0.001057314,0.0009057485,0.03934696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01231363,"threshold_uncertainty_score":0.04507476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02098718431653496,"score_gpt":0.244698842487203,"score_spread":0.2237116581706681,"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."}}