{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001832898,0.0004402622,0.000497515,0.008857555,0.002768509,0.001710761,0.001725054,0.0006135839,0.0206754],"category_scores_gemma":[0.01136004,0.0004347588,0.0006305006,0.01063238,0.0003339158,0.0006249064,0.001325028,0.0005470187,0.004020696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01645359,"about_ca_system_score_gemma":0.05961686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9126694,"about_ca_topic_score_gemma":0.967396,"domain_scores_codex":[0.9989135,0.0001325687,0.00017952,0.000139901,0.00041141,0.0002230447],"domain_scores_gemma":[0.9847766,0.00385355,0.001795393,0.000736584,0.006116378,0.002721409],"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":[0.001716534,0.0007191127,0.3127399,0.004530329,0.0002289781,0.001064504,0.00611456,0.002421986,0.001148058,0.003677593,0.4134451,0.2521933],"study_design_scores_gemma":[0.000413463,0.0002018549,0.4728629,0.002264261,0.0002631921,0.000353959,0.009920552,0.007491588,0.001621615,0.001109097,0.5031888,0.0003087315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.1940143,0.001730412,0.003048003,0.001825118,0.00007500301,0.002276965,0.7695687,0.001017989,0.02644346],"genre_scores_gemma":[0.3652462,0.003468861,0.04107975,0.0008833035,0.00007479703,0.003671021,0.561868,0.0002462819,0.02346175],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.08733064,"threshold_uncertainty_score":0.1756898,"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."}}