{"id":"W4220671032","doi":"10.3390/ijerph19063503","title":"Lost in Transition: The Need for a Strategic Approach to Facilitate Job Market Integration of Internationally Educated Physicians through Alternative Careers","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Medical Association; Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"Social Sciences and Humanities Research Council","keywords":"Underemployment; Workforce; Socioeconomic status; Business; Health care; Public relations; Service provider; Professional development; Service (business); Economic growth; Marketing; Medical education; Medicine; Political science; Population; Unemployment; Economics; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006335364,0.0003426377,0.0003331632,0.000845276,0.009520502,0.008064443,0.001827321,0.003106199,0.009415489],"category_scores_gemma":[0.008219802,0.0003145327,0.0005355806,0.0005740632,0.00316413,0.00597123,0.01278849,0.007768358,0.001356974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00301213,"about_ca_system_score_gemma":0.04117617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007506907,"about_ca_topic_score_gemma":0.02498091,"domain_scores_codex":[0.994968,0.002087309,0.0001272263,0.0002031717,0.0005316831,0.002082525],"domain_scores_gemma":[0.9868408,0.001285189,0.0005786106,0.0002339665,0.001084775,0.009976647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002017928,0.00236404,0.06768543,0.001803897,0.00007608542,0.005642072,0.3024959,0.0005900588,0.003452149,0.04318741,0.0869455,0.4855556],"study_design_scores_gemma":[0.00007185371,0.0006453976,0.03474357,0.003610655,0.00004601169,0.00239404,0.6332132,0.0008033428,0.0005714254,0.02168621,0.3021196,0.00009472938],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4091415,0.008885462,0.01057089,0.5003648,0.002710189,0.0006886862,0.00009313865,0.0002603219,0.06728499],"genre_scores_gemma":[0.9393017,0.004283333,0.01475845,0.03063181,0.0003351375,0.0004253045,0.00009500004,0.00004371008,0.01012555],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009520502,"threshold_uncertainty_score":0.03350502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2249383391056343,"score_gpt":0.4633898235100342,"score_spread":0.2384514844043999,"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."}}