{"id":"W7133026215","doi":"","title":"Balancing Act: Exploring the Impact of Student Employment on First-Year Persistence in Postsecondary Education","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre","funders":"","keywords":"Persistence (discontinuity); Thematic analysis; Context (archaeology); Postsecondary education; Qualitative research; Higher education; Work (physics); Qualitative property","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001769691,0.0004377895,0.0005623756,0.0005834057,0.001186607,0.0001825361,0.0009840418,0.0001568003,0.0007586725],"category_scores_gemma":[0.0008308286,0.0003461561,0.0003732474,0.001921177,0.0002873643,0.0002539356,0.0001438332,0.0007722589,0.0002703308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002046339,"about_ca_system_score_gemma":0.003049727,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03766673,"about_ca_topic_score_gemma":0.01780057,"domain_scores_codex":[0.9956356,0.0005479802,0.0006484748,0.0006846029,0.001678659,0.000804645],"domain_scores_gemma":[0.9967735,0.001344486,0.0005247869,0.0005879161,0.0005592441,0.0002099959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001035613,0.0007000944,0.14589,0.0001783813,0.0002194143,0.000002250782,0.8476344,0.0005315203,0.0001231345,0.0002143367,0.002382976,0.002019905],"study_design_scores_gemma":[0.0001252636,0.0001802129,0.5341207,0.0006695376,0.00002150138,9.562454e-8,0.4642136,0.000004891578,0.00008954939,0.00001871409,0.0003820064,0.0001739571],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818817,0.0005697846,2.174517e-7,0.003257035,0.002572953,0.001478841,0.000008870658,0.00003833363,0.01019228],"genre_scores_gemma":[0.9739582,0.003327105,0.00001448848,0.00002270777,0.0003966565,0.0007739443,0.00005381196,0.00005222195,0.02140084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3882307,"threshold_uncertainty_score":0.999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09451681322127563,"score_gpt":0.4835363180861501,"score_spread":0.3890195048648745,"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."}}