{"id":"W4384665723","doi":"10.22215/etd/2023-15457","title":"Socializing Immigrant Jobseekers: The Role of Pre-Employment Mentoring Programs","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Immigration; Socialization; Workforce; Psychosocial; Psychology; Public relations; Workforce development; Diversity (politics); Political science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008548566,0.0003115036,0.0003830729,0.0001179092,0.0001601969,0.00004384033,0.0004895442,0.0003573863,0.000351434],"category_scores_gemma":[0.00003228186,0.0002242196,0.0001875745,0.0002705622,0.0000297081,0.00003087975,0.00005480968,0.0004466976,0.0002208091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001327804,"about_ca_system_score_gemma":0.00008616028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003560339,"about_ca_topic_score_gemma":0.0002586849,"domain_scores_codex":[0.9975611,0.0001003229,0.0006892022,0.0004573524,0.0006022542,0.0005897582],"domain_scores_gemma":[0.9989431,0.0001046557,0.0004277387,0.0003682097,0.00007110002,0.00008523342],"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":[0.0002698224,0.0003625303,0.005085993,0.0003181726,0.002034653,0.000009916162,0.3035585,0.000003003216,0.003722336,0.01820656,0.01314108,0.6532875],"study_design_scores_gemma":[0.001006161,0.0002286535,0.04833929,0.001635648,0.0004269824,0.000002714286,0.341725,0.00001013774,0.01445802,0.002710227,0.5883806,0.001076609],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7374008,0.004428733,0.00001280275,0.000229067,0.02619535,0.002174905,0.00001214709,0.0006487386,0.2288974],"genre_scores_gemma":[0.2858412,0.000322383,0.0002057452,0.00004564683,0.0009603022,0.001737018,0.0007270458,0.0001822024,0.7099785],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6522109,"threshold_uncertainty_score":0.914341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03549566164929673,"score_gpt":0.348006033640713,"score_spread":0.3125103719914162,"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."}}