{"id":"W6995887947","doi":"","title":"The Price of Knowledge: An Exploration of Student Demographics between Regulated and First-Degree Professional Programs in Ontario","year":2022,"lang":"en","type":"other","venue":"York University Digital Library (York University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demographics; Odds; Deregulation; Higher education; Logistic regression; Debt; Professional development; Distribution (mathematics); Student debt","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001434516,0.0005371988,0.0007324222,0.002671255,0.0004396588,0.0001212835,0.00177007,0.0004824687,0.0003712831],"category_scores_gemma":[0.000008408396,0.000566884,0.0002342081,0.004568666,0.0009252937,0.003718318,0.001801963,0.0008459016,0.00001591502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005160422,"about_ca_system_score_gemma":0.001017953,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00137935,"about_ca_topic_score_gemma":0.04080652,"domain_scores_codex":[0.9972612,0.0004273393,0.0003849523,0.0007837851,0.0006569907,0.0004857892],"domain_scores_gemma":[0.9977,0.0002458387,0.0009526038,0.0007455486,0.0000719825,0.0002840044],"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":[0.001061467,0.001665393,0.9456655,0.0002059419,0.0007055897,0.0001403357,0.004001492,0.00002054777,0.00000226471,0.01628597,0.02791025,0.002335186],"study_design_scores_gemma":[0.001852646,0.0005130068,0.07842698,0.0004731887,0.0002028121,0.000001979746,0.01574566,0.000006413491,0.000002894573,0.0001405304,0.9020426,0.0005913238],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2972916,0.0003952588,0.00001947354,0.00008837287,0.0002302158,0.002523279,0.001981008,0.0006639202,0.6968068],"genre_scores_gemma":[0.2661262,0.0001255281,0.0002808944,0.000003142146,0.00004789164,0.000001001576,0.003390219,0.0003815934,0.7296436],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8741323,"threshold_uncertainty_score":0.9996783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05883503972975496,"score_gpt":0.2158399817112932,"score_spread":0.1570049419815382,"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."}}