{"id":"W4416147259","doi":"10.1186/s12982-025-01091-7","title":"Geographic labour mobility and quality of life among healthcare workers in North America: a scoping review","year":2025,"lang":"en","type":"article","venue":"Discover Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University; Krembil Foundation; University of Toronto; Centre for Addiction and Mental Health; University Health Network","funders":"","keywords":"CINAHL; PsycINFO; Workforce; Health care; Scopus; MEDLINE; Credential; Quality of life (healthcare)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006078231,0.0003345982,0.001746931,0.0004159559,0.0005570333,0.00001788556,0.0003740835,0.0002245796,0.0001242826],"category_scores_gemma":[0.002343163,0.0003103225,0.0001248673,0.003514973,0.0003639398,0.0004360849,0.0003433442,0.001147565,0.00001001706],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006201363,"about_ca_system_score_gemma":0.01296317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.173153,"about_ca_topic_score_gemma":0.2725386,"domain_scores_codex":[0.9892236,0.004648664,0.003158689,0.0007958562,0.0005301029,0.001643079],"domain_scores_gemma":[0.9953716,0.001065121,0.001304741,0.0009507793,0.0003659367,0.0009417646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003895112,0.0001380157,0.9045557,0.08620756,0.00001727434,4.915345e-7,0.001202756,0.000002881277,6.022587e-8,0.002311578,0.0007260639,0.004798677],"study_design_scores_gemma":[0.0007658683,0.00007043454,0.932156,0.05770536,0.000004437346,7.19935e-8,0.00594567,0.000008816382,4.29426e-8,0.0001133869,0.003052462,0.0001774146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8644309,0.07787938,0.00008353688,0.05099766,0.0003422386,0.005275699,0.0001653076,0.0001007942,0.0007244637],"genre_scores_gemma":[0.9143269,0.04326409,0.0001384468,0.04131389,0.00004531337,0.0005757958,0.0001117863,0.00002394966,0.0001998172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09938554,"threshold_uncertainty_score":0.9999349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09589163557550918,"score_gpt":0.4732005070564198,"score_spread":0.3773088714809106,"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."}}