{"id":"W1764420879","doi":"10.47678/cjhe.v45i1.184203","title":"Grades, Aspirations, and Postsecondary Education Outcomes","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"School Choice and Performance","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Longitudinal data; Longitudinal study; Postsecondary education; Psychology; Set (abstract data type); Value (mathematics); Peer effects; Academic achievement; Mathematics education; Higher education; Medical education; Sociology; Social psychology; Economic growth; Economics; Demography; Medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00209519,0.0002135593,0.0003159754,0.001504965,0.0007393055,0.001613082,0.0004310869,0.0003915252,0.004416233],"category_scores_gemma":[0.01078763,0.000131571,0.0003656036,0.001645817,0.0004572161,0.0009429168,0.001119731,0.00118319,0.00071306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008599931,"about_ca_system_score_gemma":0.0009610984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04564505,"about_ca_topic_score_gemma":0.09217205,"domain_scores_codex":[0.9991521,0.0002169332,0.00008354064,0.0001323406,0.0001960398,0.0002191283],"domain_scores_gemma":[0.988201,0.002355262,0.004419832,0.0006082534,0.001014475,0.003401096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004360449,0.00006698177,0.9948298,0.000007207347,0.00003162284,0.00002553426,0.0002366381,0.0001408687,0.00004050065,0.0005475841,0.0002467005,0.003783026],"study_design_scores_gemma":[0.000002223439,0.00005317041,0.9980879,0.000007999262,0.00001135574,0.00001853476,0.0003933701,0.0002513676,0.00005933041,0.0004794498,0.0006284732,0.000006763257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935087,0.0002052879,0.0004146443,0.0002750301,0.00001790996,0.00001473525,0.001685228,0.00001416126,0.00386429],"genre_scores_gemma":[0.9969608,0.00007763071,0.0001526745,0.00002296285,0.000008548809,0.00000937097,0.001455768,0.000003317695,0.001308867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04564505,"threshold_uncertainty_score":0.09075874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05454666387371387,"score_gpt":0.3497233794881231,"score_spread":0.2951767156144092,"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."}}