{"id":"W4403217696","doi":"10.53967/cje-rce.6483","title":"Asian Educators Experiencing the Bamboo Ceiling: A Canadian Case Study of Systemic Barriers in Hiring, Advancement, and Promotion","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Institute for Christian Studies; University of Toronto","funders":"","keywords":"Bamboo; Promotion (chess); Ceiling (cloud); Glass ceiling; Business; Sociology; Political science; Economic growth; Engineering; Economics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006366404,0.0001149047,0.0001463757,0.0002268828,0.0003147089,0.0001219308,0.0001937614,0.00005918671,0.0000922352],"category_scores_gemma":[0.0001714349,0.00006164898,0.000038357,0.0006227139,0.00005315709,0.0002190633,0.000005605826,0.0001904888,9.688348e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001762219,"about_ca_system_score_gemma":0.004210783,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7328699,"about_ca_topic_score_gemma":0.9924505,"domain_scores_codex":[0.9988549,0.0001099362,0.0004342131,0.0001975876,0.00005170771,0.0003516889],"domain_scores_gemma":[0.9985474,0.00005147813,0.0001683023,0.00009895705,0.0002052509,0.0009285799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009784912,0.000186109,0.07884104,0.0002407413,0.0000707797,0.0002564105,0.6856514,0.0001667194,0.006063034,0.003091857,0.001442157,0.2239799],"study_design_scores_gemma":[0.00008510297,0.0002666188,0.02509017,0.0004857691,0.00004683882,0.004264067,0.9538513,0.0001446056,0.00009384225,0.0002030062,0.01529294,0.0001757171],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920582,0.001168839,0.000002142982,0.005066133,0.001100997,0.0004407954,0.00001259901,0.000003910749,0.0001464056],"genre_scores_gemma":[0.9993061,0.00003282828,0.00001700929,0.00009328293,0.0002932722,0.00008429044,0.000008167664,0.000003465536,0.0001615468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2681999,"threshold_uncertainty_score":0.7469748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04056026185204133,"score_gpt":0.2627413649949428,"score_spread":0.2221811031429015,"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."}}