{"id":"W6946305487","doi":"10.32920/29120396","title":"The Preparation of Early Childhood Educators in Three Canadian Areas of Immigrant Influx: Diversity Issues","year":2025,"lang":"en","type":"article","venue":"","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Diversity (politics); Cultural diversity; Work (physics); Early childhood; Early childhood education","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":[0.00375027,0.0002514578,0.0002281181,0.0009528106,0.01983802,0.003458722,0.001511281,0.001040106,0.003093587],"category_scores_gemma":[0.009330062,0.0003461983,0.0002836472,0.001081565,0.003808648,0.0006742778,0.003506906,0.00214675,0.0001866529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03358486,"about_ca_system_score_gemma":0.081444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9123198,"about_ca_topic_score_gemma":0.9765934,"domain_scores_codex":[0.996411,0.0006049791,0.0001164356,0.0001505253,0.0007588796,0.001958175],"domain_scores_gemma":[0.9857846,0.001258124,0.00124489,0.0001436608,0.002729491,0.008839254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003188983,0.0003430195,0.4469847,0.0002027296,0.00002563139,0.001446671,0.4983331,0.00011894,0.002520838,0.001276822,0.005710501,0.04271802],"study_design_scores_gemma":[0.00001059344,0.0001001408,0.2714643,0.0001092663,0.00001175778,0.0001282544,0.719362,0.00005140474,0.0003430887,0.0001024822,0.008285807,0.00003092226],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928186,0.0001891459,0.00003414041,0.002247224,0.00003120183,0.00003504909,0.00003223818,0.000004518572,0.004607806],"genre_scores_gemma":[0.9973879,0.000267212,0.0001121162,0.0005969814,0.000007485018,0.00001704924,0.0000275315,0.000003022358,0.001580672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08768022,"threshold_uncertainty_score":0.2436763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009234237140009927,"score_gpt":0.2916750380270324,"score_spread":0.2824408008870224,"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."}}