{"id":"W4400822374","doi":"10.3102/2106801","title":"Hiring and Promotion Barriers for Asian Educators: A Canadian Case Study of the Bamboo Ceiling","year":2024,"lang":"en","type":"article","venue":"","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ceiling (cloud); Bamboo; Promotion (chess); Glass ceiling; Computer science; Engineering; Political science; Economic growth; Economics; Materials science; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002742698,0.0005012177,0.0005377887,0.001316248,0.03103323,0.003990106,0.003045279,0.002051506,0.005346577],"category_scores_gemma":[0.005833401,0.0005707807,0.0003588271,0.002749474,0.005862264,0.001372074,0.004102489,0.004207385,0.0003161429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03971659,"about_ca_system_score_gemma":0.09839889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9496783,"about_ca_topic_score_gemma":0.9867423,"domain_scores_codex":[0.9968325,0.0004995566,0.00005202291,0.0001776781,0.0004799735,0.001958187],"domain_scores_gemma":[0.9932629,0.001421414,0.0005424864,0.0001282315,0.001128166,0.003516712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001680467,0.001049588,0.09426878,0.0001561553,0.00001620423,0.009392214,0.8623789,0.0001409442,0.001365415,0.003563401,0.005900276,0.02160008],"study_design_scores_gemma":[0.00001362688,0.00008164869,0.03106023,0.0001304755,0.0000133835,0.0004325527,0.9571344,0.0001199561,0.0001720618,0.0001376665,0.01067756,0.0000264131],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989638,0.0001913403,0.0001002199,0.001967116,0.00002992692,0.00006737553,0.00003548332,0.000005034165,0.007965526],"genre_scores_gemma":[0.9932168,0.0004573295,0.0003588987,0.0006484701,0.000009088571,0.00002981659,0.00002907366,0.000009345889,0.005241177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0503217,"threshold_uncertainty_score":0.2881654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02764481035546297,"score_gpt":0.2411530984829263,"score_spread":0.2135082881274633,"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."}}