{"id":"W4307810595","doi":"10.1186/s13104-022-06232-8","title":"Alternative career pathway decision-support job database for international medical graduates in Canada","year":2022,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Medical Association; University of Calgary","funders":"Mitacs","keywords":"Underemployment; Unemployment; Career Pathways; Database; Medical education; Medicine; Computer science; Public relations; Political 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":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007564195,0.0001526328,0.0003094175,0.0003065218,0.001329593,0.00002108203,0.001329331,0.0000830273,0.01049327],"category_scores_gemma":[0.02209349,0.0001500565,0.00005387929,0.0006100865,0.0000974564,0.0001425556,0.001702906,0.001809373,0.00008382105],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003879482,"about_ca_system_score_gemma":0.01908964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9645767,"about_ca_topic_score_gemma":0.9935281,"domain_scores_codex":[0.9916706,0.001609656,0.0008436165,0.0005634528,0.003950687,0.001361988],"domain_scores_gemma":[0.9798223,0.01799236,0.0001345116,0.0004834258,0.001007666,0.0005597391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005263254,0.00009336118,0.7396731,0.0001729277,0.00001976661,0.0001983793,0.001142938,0.0002246499,0.00001087685,0.003252889,0.2432131,0.01147168],"study_design_scores_gemma":[0.005432636,0.0004617644,0.06663337,0.001030251,0.000005993118,0.00001186563,0.02735804,0.02413395,0.000116183,0.01811466,0.8561587,0.0005426373],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674153,0.0005354412,0.00163586,0.01208125,0.006452729,0.003979155,0.003644043,0.00006523072,0.004190933],"genre_scores_gemma":[0.9892322,0.000131972,0.002869885,0.001545626,0.0007507708,0.00288968,0.0006461371,0.0000460488,0.001887702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6730397,"threshold_uncertainty_score":0.9999706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3119632595256313,"score_gpt":0.541088110030102,"score_spread":0.2291248505044707,"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."}}