{"id":"W2216266318","doi":"","title":"Helping Internationally-Trained Professionals Make the Transition to New Careers in Canada: A case study of the S.U.C.C.E.S.S. Employment Mentoring Program","year":2015,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transition (genetics); Political science; Library science; Medical education; Management; Medicine; Computer science; Economics; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004209891,0.0002824474,0.0003129038,0.0003380851,0.0001504306,0.00001772725,0.00067193,0.0001569934,0.00007900428],"category_scores_gemma":[0.00003488407,0.0002219615,0.00007410715,0.0007601121,0.00001383609,0.00005306085,0.00008686061,0.0005371753,0.000003369649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001980668,"about_ca_system_score_gemma":0.001956262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7832211,"about_ca_topic_score_gemma":0.9961382,"domain_scores_codex":[0.9976363,0.0002939819,0.0004386191,0.0004592445,0.0007924906,0.000379405],"domain_scores_gemma":[0.9989018,0.00008065491,0.000292715,0.000356428,0.0001753353,0.0001930723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002161975,0.003477497,0.4171355,0.0003758954,0.002704454,0.00836693,0.228534,0.002243938,0.00002935477,0.0004945091,0.167358,0.1671179],"study_design_scores_gemma":[0.001960244,0.0001479401,0.008597557,0.0005703921,0.0001466936,2.634847e-7,0.929581,0.000009108707,0.00008631372,0.00001654779,0.05856475,0.0003191908],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902818,0.00007022576,0.000005810685,0.0005838511,0.004096167,0.002150681,0.0000267277,0.00002838255,0.002756317],"genre_scores_gemma":[0.9619832,0.000003451451,0.00003280504,0.0001117127,0.0001036707,0.0000543818,0.00009348887,0.00002891577,0.03758835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.701047,"threshold_uncertainty_score":0.9051327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03132327034712418,"score_gpt":0.3052394800178724,"score_spread":0.2739162096707483,"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."}}