{"id":"W7083180401","doi":"10.25318/36280001202500900003-eng","title":"Immigrant nurses in Canada: Alignment between intentions and employment outcomes","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Oil, Gas, and Environmental Issues","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Census; Economic shortage; Work (physics); Population; Health care","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":[0.001369422,0.0002987196,0.0003596058,0.001387035,0.004776781,0.002079056,0.001146992,0.0005375787,0.002400179],"category_scores_gemma":[0.004443808,0.0002267548,0.0004565376,0.00364885,0.001047871,0.0006701598,0.002510931,0.001280212,0.0003478805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02049387,"about_ca_system_score_gemma":0.04199226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9892486,"about_ca_topic_score_gemma":0.9958724,"domain_scores_codex":[0.9986786,0.0001295903,0.00007004181,0.0001268536,0.000387798,0.0006071845],"domain_scores_gemma":[0.996344,0.0002343786,0.0006609116,0.00007470031,0.001586058,0.001099892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003960928,0.00003604476,0.9920241,0.0000147371,0.00001764979,0.00004444406,0.002584359,0.00004624047,0.00002720033,0.0001504905,0.0008218643,0.004193369],"study_design_scores_gemma":[0.000003931759,0.00001979113,0.9860271,0.0000633909,0.00001069432,0.00002706118,0.0126177,0.0001748007,0.00003087411,0.00005348144,0.0009591039,0.00001199517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939544,0.0004311422,0.00006131041,0.000831363,0.00001913301,0.00002396897,0.001335787,0.000005074779,0.00333798],"genre_scores_gemma":[0.9973093,0.0004099314,0.0001107026,0.0001466272,0.000004573307,0.00001610544,0.0009614216,0.000005339257,0.001035959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02049387,"threshold_uncertainty_score":0.1486941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.127417088392196,"score_gpt":0.4833027450359051,"score_spread":0.3558856566437092,"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."}}