{"id":"W2134667200","doi":"10.12927/hcpap.2010.21795","title":"Internationally Educated Health Professionals: Workforce Integration and Retention","year":2010,"lang":"en","type":"article","venue":"A Nudge Too Far? A Nudge at All? On Paying People to Be Healthy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"","keywords":"Workforce; Economic shortage; Health professionals; Business; Health care; Public relations; Face (sociological concept); Health professions; Career Pathways; Workforce planning; Nursing; Medical education; Medicine; Political science; Economic growth; Sociology; Economics; Government (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003498122,0.0007266563,0.001017472,0.0005549442,0.002800393,0.00007796243,0.0005916047,0.0007158697,0.0009300334],"category_scores_gemma":[0.001318913,0.0006510679,0.0001666629,0.001100104,0.00008560954,0.000430954,0.0004959083,0.00259055,0.001226363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001933587,"about_ca_system_score_gemma":0.001907826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003092969,"about_ca_topic_score_gemma":0.01850581,"domain_scores_codex":[0.9918295,0.001375765,0.002176154,0.001412961,0.001063443,0.002142188],"domain_scores_gemma":[0.9938195,0.001523459,0.001175465,0.000984698,0.0007134243,0.001783462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001369103,0.0004570713,0.01290029,0.0003614484,0.00003860269,0.000005857777,0.02120974,0.00000319837,0.0009156202,0.01829957,0.9229489,0.02149059],"study_design_scores_gemma":[0.002975227,0.00168309,0.07060536,0.00008808507,0.00003661212,0.00004289604,0.007100198,0.001261842,0.00006305828,0.0009266179,0.9142576,0.0009593898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5123369,0.0002299643,0.0002100375,0.4789797,0.002945178,0.002698143,0.00007776821,0.0003797153,0.002142614],"genre_scores_gemma":[0.2134359,0.0003808249,0.002984319,0.7715895,0.0001899919,0.001164621,0.0006081079,0.0001366791,0.00951007],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2989009,"threshold_uncertainty_score":0.9999833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07743015817562202,"score_gpt":0.4455731564146255,"score_spread":0.3681429982390035,"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."}}