{"id":"W4239184509","doi":"10.32920/ryerson.14644134.v1","title":"How does the professional identity of teachers from India change when they work as early childhood educators in Ontario?","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Toronto Metropolitan University","funders":"","keywords":"Identity (music); Interview; Value (mathematics); Compensation (psychology); Work (physics); Psychology; Pedagogy; Professional development; Early childhood; Sociology; Political science; Medical education; Social psychology; Medicine; Developmental psychology; Law","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":[0.002323987,0.0002181118,0.0004133263,0.001404592,0.01971128,0.008336685,0.001561908,0.001146489,0.00332408],"category_scores_gemma":[0.008752956,0.0005120807,0.0003136329,0.002580356,0.008375018,0.002364212,0.003990164,0.002440137,0.0005579032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03175023,"about_ca_system_score_gemma":0.04401711,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8629174,"about_ca_topic_score_gemma":0.9492823,"domain_scores_codex":[0.9954743,0.001016126,0.0001138147,0.000344447,0.0008359218,0.002215455],"domain_scores_gemma":[0.9903681,0.001550744,0.001725373,0.0003633441,0.002348636,0.003643878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000406878,0.00005159331,0.09256855,0.00003755405,0.000004797713,0.0006827593,0.898208,0.00001648823,0.000183209,0.0007944877,0.001379288,0.006032581],"study_design_scores_gemma":[0.000002125091,0.00001323589,0.03939397,0.00003679474,0.000003645098,0.00007006629,0.9560704,0.00001191586,0.00004818048,0.00004313573,0.004298123,0.000008595872],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881172,0.000151215,0.00004403214,0.003335075,0.00003614421,0.00001312648,0.00005915968,0.000004972799,0.008239186],"genre_scores_gemma":[0.9950846,0.0002815645,0.00005253367,0.0004984205,0.000006304397,0.000009858478,0.00005385784,0.000008513628,0.004004359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1370826,"threshold_uncertainty_score":0.2757798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736488721152574,"score_gpt":0.2932306965543325,"score_spread":0.2658658093428068,"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."}}