{"id":"W1833491815","doi":"","title":"Achieving student success: Effective student services in Canadian higher education","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Student achievement; Higher education; Student engagement; Mathematics education; Psychology; Pedagogy; Academic achievement; Economics; Economic growth","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004265444,0.0002313874,0.0002921439,0.001587215,0.0007421962,0.0004012031,0.0007619094,0.000223357,0.001110595],"category_scores_gemma":[0.0008942048,0.000283886,0.00008844117,0.001264591,0.000119929,0.002021549,0.00001002533,0.0005796247,0.00007340979],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02237268,"about_ca_system_score_gemma":0.05127988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9486746,"about_ca_topic_score_gemma":0.9967651,"domain_scores_codex":[0.9963676,0.001029362,0.0006692342,0.0002708936,0.0002345227,0.001428412],"domain_scores_gemma":[0.9931009,0.0003064768,0.0007895898,0.0003296817,0.001060545,0.004412801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002707186,0.0001880731,0.6946834,0.00004297834,0.00002627187,0.000002213838,0.2867936,0.00004734328,0.00001459965,0.01175194,0.002103252,0.004343586],"study_design_scores_gemma":[0.000073574,0.00002134924,0.5441543,0.0001847913,0.00004128339,0.0000217586,0.08191676,4.41213e-7,0.000002999758,0.0001090248,0.3733177,0.0001559898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943357,0.002576624,0.000002170843,0.01721013,0.01881945,0.0005659127,0.000005636792,0.00001098412,0.01745208],"genre_scores_gemma":[0.9886762,0.00006664255,0.0002564397,0.001571695,0.003610852,0.0001362034,0.00003584852,0.00003980807,0.00560627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3712144,"threshold_uncertainty_score":0.9999613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02971734204974701,"score_gpt":0.3720698464627247,"score_spread":0.3423525044129777,"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."}}