{"id":"W3154153765","doi":"10.1186/s12960-021-00599-8","title":"Professional integration of immigrant medical professionals through alternative career pathways: an Internet scan to synthesize the current landscape","year":2021,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Medical Association; Health Sciences Centre; University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada; Strong","keywords":"Immigration; Health administration; Health services research; Social policy; Professional development; The Internet; Health informatics; Public relations; Medicine; Medical education; Political science; Nursing; Public health; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005417506,0.0008675018,0.003762335,0.0002689027,0.001947379,0.00004621836,0.001840091,0.0008157318,0.001426963],"category_scores_gemma":[0.001336304,0.0005377229,0.0007154671,0.0006661275,0.0002255961,0.0001482856,0.0007552473,0.003206535,0.00006833421],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009390207,"about_ca_system_score_gemma":0.005689681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004550699,"about_ca_topic_score_gemma":0.01450463,"domain_scores_codex":[0.9842727,0.006867227,0.003978664,0.001267526,0.002009171,0.001604755],"domain_scores_gemma":[0.9900929,0.003679924,0.003119566,0.001271259,0.0008625197,0.0009738787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009529298,0.0005555762,0.00006710166,0.04541139,0.0001543833,0.000005941679,0.05860733,9.4188e-7,1.114341e-7,0.006830704,0.1110656,0.7772056],"study_design_scores_gemma":[0.0003982814,0.0004789082,0.00005352861,0.1908631,0.0001269008,0.000005555982,0.01013311,0.0000296518,5.300939e-7,0.0003442798,0.7972011,0.0003650856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002484498,0.9780179,0.000220982,0.002509592,0.003262698,0.01173327,0.001169988,0.0001375473,0.0004635561],"genre_scores_gemma":[0.001540766,0.9756216,0.0006251847,0.00414467,0.003343463,0.007921601,0.00281401,0.0002851234,0.003703621],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7768406,"threshold_uncertainty_score":0.9999471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2146291986303117,"score_gpt":0.5334929118914835,"score_spread":0.3188637132611718,"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."}}