{"id":"W3193385106","doi":"10.47678/cjhe.vi0.188965","title":"What matters more? What matters less? Changes in the transition to post-secondary between two Toronto high-school cohorts","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Urban, Neighborhood, and Segregation Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; York University; McMaster University","funders":"","keywords":"Attendance; Cohort; Transition (genetics); Immigration; Multivariate analysis; Sociology; Demographic economics; Higher education; Educational attainment; Academic achievement; Psychology; Demography; Mathematics education; Political science; Economic growth; Medicine; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005307876,0.0001298813,0.000230197,0.0001850473,0.0003892605,0.000795093,0.0002585265,0.00006952437,0.001533289],"category_scores_gemma":[0.00003268555,0.0001153704,0.0000687171,0.0003016452,0.0001001058,0.002081857,0.000005551119,0.0001828462,0.00001955704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008394974,"about_ca_system_score_gemma":0.002604457,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09500822,"about_ca_topic_score_gemma":0.6903955,"domain_scores_codex":[0.9985,0.0003292988,0.0003112826,0.0001714637,0.0003501396,0.0003377621],"domain_scores_gemma":[0.9986534,0.0001298972,0.0001565025,0.000155387,0.0004188542,0.000485966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002714315,0.0001077298,0.05890679,0.00005414113,0.0001956206,0.00009991002,0.430231,0.0000411604,0.0002270384,0.001517733,0.4605871,0.04800461],"study_design_scores_gemma":[0.0002546392,0.00004355941,0.380165,0.0002595073,0.00006782427,0.00001280741,0.328141,1.262561e-7,0.00006732213,0.0005567652,0.2902455,0.0001860246],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4609469,0.009067735,0.00001384811,0.5243583,0.004991652,0.0002261657,0.00001943103,0.000005527588,0.0003704847],"genre_scores_gemma":[0.9226616,0.0007638659,0.00008521027,0.07268342,0.00176145,0.00002274658,0.00003996577,0.00001472726,0.001967005],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5953873,"threshold_uncertainty_score":0.9993795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129770077942576,"score_gpt":0.302834515404931,"score_spread":0.2815368146255052,"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."}}