{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000366214,0.00005306561,0.00007933914,0.000218232,0.0002307542,0.0001333498,0.0001186112,0.00005462296,0.000301996],"category_scores_gemma":[0.0001374011,0.00005047286,0.00002338673,0.000163355,0.0000745186,0.0006676722,0.000002033286,0.0001160797,0.00002262119],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002716512,"about_ca_system_score_gemma":0.01763663,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02429784,"about_ca_topic_score_gemma":0.06451317,"domain_scores_codex":[0.9994171,0.00006721966,0.0001733987,0.00005909895,0.0001447861,0.0001383921],"domain_scores_gemma":[0.9986665,0.00002437401,0.0001341009,0.00007114794,0.0003963041,0.0007075755],"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":[0.000002042696,0.00002428666,0.6500087,0.000004096245,0.000008394613,6.324011e-7,0.005870122,0.000001071659,0.00000354546,0.008432279,0.3219461,0.01369874],"study_design_scores_gemma":[0.00006181461,0.00002045774,0.3448791,0.00001408018,0.000009593986,0.000006249952,0.002406228,9.7739e-8,0.000003167741,0.002797959,0.649755,0.00004628303],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9207052,0.01230203,0.0000025596,0.03189481,0.006314491,0.00009763047,0.000003207971,0.00000592995,0.02867414],"genre_scores_gemma":[0.9757865,0.00004498231,0.0002948732,0.002763895,0.001411175,0.000003453462,0.000005800703,0.000005413935,0.01968388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3278089,"threshold_uncertainty_score":0.9879324,"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."}}