{"id":"W2058214224","doi":"10.1007/s12134-010-0149-1","title":"The Integration of Immigrant Teachers in Manitoba, Canada: Critical Issues and Perspectives","year":2010,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Immigration; Certification; Demographics; Equity (law); Sociology; Political science; Educational equity; Public relations; Pedagogy; Gender studies; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002890762,0.0002218627,0.0002614492,0.0003917524,0.0002868662,0.0005276074,0.0003713524,0.0001982533,0.0001069007],"category_scores_gemma":[0.01160415,0.0001746719,0.0001100705,0.0002737053,0.0005182109,0.001171386,0.00002755195,0.0008246939,0.000001256567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007024056,"about_ca_system_score_gemma":0.0009885246,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3156658,"about_ca_topic_score_gemma":0.9503628,"domain_scores_codex":[0.9970993,0.0007167956,0.001043094,0.0002429846,0.0006784308,0.0002194018],"domain_scores_gemma":[0.9948675,0.001493424,0.0007179665,0.0001344243,0.002618264,0.0001684164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002028517,0.0003183413,0.01621724,0.00001121397,0.00007774313,0.000008050777,0.1267555,0.0001020623,0.0547934,0.7810169,0.008027362,0.01246942],"study_design_scores_gemma":[0.001673108,0.000337414,0.3652731,0.0006431097,0.00007761076,0.0004512151,0.282283,0.0165323,0.01216926,0.0109063,0.3090501,0.0006035959],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8913009,0.0006839026,0.004612527,0.09740157,0.001712305,0.0003173983,0.00003126614,0.00002156021,0.003918574],"genre_scores_gemma":[0.9875569,0.005161471,0.004694681,0.0005999991,0.0005093312,0.00004144639,0.00004289025,0.00001475422,0.001378529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7701105,"threshold_uncertainty_score":0.9967215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0244686253073405,"score_gpt":0.3456354692295294,"score_spread":0.3211668439221889,"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."}}