{"id":"W2139056661","doi":"10.5539/hes.v3n2p62","title":"Retention and Attrition of Students in Higher Education: Challenges in Modern Times to What Works","year":2013,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attrition; Medical education; Higher education; Psychology; Professional development; Sustainability; Pedagogy; Medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03756524,0.0002932271,0.001004728,0.00189393,0.007892832,0.01093065,0.003166985,0.002764168,0.003188723],"category_scores_gemma":[0.07996874,0.0004012554,0.0005382433,0.003246968,0.008263121,0.008987365,0.005746104,0.003294813,0.0008036734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005197131,"about_ca_system_score_gemma":0.01406434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01817887,"about_ca_topic_score_gemma":0.02482196,"domain_scores_codex":[0.9745063,0.01461223,0.0009643509,0.0009361649,0.004188298,0.004792712],"domain_scores_gemma":[0.9508139,0.01660712,0.01088402,0.002234952,0.00884831,0.01061169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002585117,0.0006355927,0.2056095,0.001269502,0.0001198656,0.0006270643,0.3174863,0.0002505089,0.000344105,0.005913758,0.0128786,0.4546067],"study_design_scores_gemma":[0.00002125215,0.000734437,0.1730694,0.003120481,0.00006846133,0.0006858363,0.7825603,0.0003829662,0.0003469425,0.006655324,0.03222203,0.0001324761],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8549098,0.01007225,0.001467609,0.1225279,0.0005607092,0.00007473128,0.0000984855,0.00008242579,0.01020613],"genre_scores_gemma":[0.9866232,0.005146283,0.0009211061,0.004648927,0.0003872065,0.00007956778,0.00004666762,0.00003389877,0.00211324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03756524,"threshold_uncertainty_score":0.1986664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1914182212929596,"score_gpt":0.4635804315688167,"score_spread":0.2721622102758571,"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."}}