{"id":"W2800465562","doi":"10.7202/1050841ar","title":"Underrepresented Students and the Transition to Postsecondary Education: Comparing Two Toronto Cohorts","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; McMaster University","funders":"","keywords":"Higher education; Demography; Multinomial logistic regression; Postsecondary education; Psychology; Logistic regression; Affect (linguistics); Geography; Sociology; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001236302,0.0004373004,0.0004341434,0.002324702,0.0035344,0.002103047,0.001414159,0.0005161537,0.003165043],"category_scores_gemma":[0.003812447,0.0004581733,0.0007661227,0.003859279,0.0009657265,0.0009489829,0.003207084,0.0008985205,0.0004303124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02349308,"about_ca_system_score_gemma":0.01977137,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9829218,"about_ca_topic_score_gemma":0.9925374,"domain_scores_codex":[0.9988288,0.0001017672,0.0000648437,0.0001631878,0.000263578,0.0005777202],"domain_scores_gemma":[0.9952259,0.0002427194,0.001265542,0.0002816813,0.001038264,0.001945927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000802826,0.00002488966,0.9885691,0.00001845442,0.00002900426,0.00008109674,0.008003378,0.00005977515,0.0001782446,0.0001883922,0.0004874251,0.002279925],"study_design_scores_gemma":[0.000003102019,0.00001811741,0.9907458,0.00001842727,0.00001203122,0.00001588656,0.008352475,0.0001156458,0.00004856661,0.00002041511,0.0006422536,0.000007331147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975916,0.0001065774,0.00004615392,0.0001796867,0.000007179439,0.00002361064,0.001091773,0.000003290082,0.0009501851],"genre_scores_gemma":[0.9969358,0.0001505414,0.00007176852,0.00004858093,0.000005024363,0.00002213528,0.001341929,0.000004546411,0.001419687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02349308,"threshold_uncertainty_score":0.170455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02795405269969016,"score_gpt":0.416880754991048,"score_spread":0.3889267022913578,"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."}}