{"id":"W4390927591","doi":"10.1515/9780776625645-012","title":"Chapter 9 Recruitment and Retention of Bilingual Health and Social Service Professionals in Francophone Minority Communities in Winnipeg and Ottawa","year":2017,"lang":"en","type":"book-chapter","venue":"University of Ottawa Press eBooks","topic":"Migration, Identity, and Health","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Saint-Boniface","funders":"","keywords":"French; Health professionals; Social work; Psychology; Gerontology; Sociology; Political science; Medicine; History; Health care; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009571151,0.0001435877,0.0004666523,0.0002070182,0.0007329566,0.00002094394,0.0001839216,0.0002771621,0.0000275801],"category_scores_gemma":[0.00001405104,0.0001752674,0.00003235493,0.000009111162,0.0007008396,0.0001353215,0.000160506,0.0002697848,2.281815e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000795266,"about_ca_system_score_gemma":0.0004600079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2009251,"about_ca_topic_score_gemma":0.7677499,"domain_scores_codex":[0.9988523,0.0001859021,0.0003045606,0.0002085601,0.0002738201,0.0001748923],"domain_scores_gemma":[0.9988997,0.00008668801,0.0005770341,0.0001615602,0.000184087,0.00009093253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001773857,0.0001016598,0.02426333,0.004230797,0.00006086819,0.00001055024,0.6269203,2.266553e-7,0.000008441887,0.334217,0.0007226687,0.009286684],"study_design_scores_gemma":[0.008003191,0.0007706719,0.1736512,0.00679363,0.0001804507,0.000005944189,0.1809797,0.00005328731,0.00002971347,0.03899338,0.588991,0.001547844],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5110204,0.004376041,0.000004780437,0.001180557,0.0002421598,0.002127664,0.0002048277,0.0000258442,0.4808177],"genre_scores_gemma":[0.8655606,0.007074062,0.0002489687,0.0001998393,0.0001599193,0.000002093182,0.00007463822,0.00002193577,0.1266579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5882683,"threshold_uncertainty_score":0.804396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073323136750305,"score_gpt":0.3250076607798283,"score_spread":0.2176753471047978,"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."}}