{"id":"W2279294491","doi":"10.5539/hes.v6n2p1","title":"A Comprehensive Review of the Major Studies and Theoretical Models of Student Retention in Higher Education","year":2016,"lang":"en","type":"review","venue":"Higher Education Studies","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":253,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attrition; Reputation; Higher education; Psychology; Affect (linguistics); Medical education; Mathematics education; Public relations; Pedagogy; Political science; Sociology; Social science; Medicine","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":[0.003943557,0.001030296,0.001635467,0.007740697,0.0006746449,0.002491424,0.001585066,0.00130636,0.004352074],"category_scores_gemma":[0.01173211,0.0005022771,0.001802578,0.01050245,0.0009035871,0.002952906,0.001166667,0.001292004,0.0006607925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002314029,"about_ca_system_score_gemma":0.008413252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00521768,"about_ca_topic_score_gemma":0.00988909,"domain_scores_codex":[0.9980258,0.0006565292,0.0004288206,0.0002334423,0.0005682271,0.00008730107],"domain_scores_gemma":[0.9903866,0.007459841,0.0008965388,0.0001452242,0.0009645681,0.0001471594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006815594,0.00007460707,0.001767561,0.2281197,0.0006469724,0.0001727386,0.001405779,0.0003462066,0.000276282,0.008114687,0.02338168,0.7356257],"study_design_scores_gemma":[0.00002527296,0.0001778328,0.01216827,0.352356,0.002811535,0.001265645,0.002838152,0.0002043272,0.0003692764,0.005255027,0.6224484,0.00008018956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003244323,0.9980415,0.0001337518,0.0005230352,0.0001009841,0.00001248619,0.00005127217,0.000004807009,0.0008076048],"genre_scores_gemma":[0.002022974,0.997414,0.0002031625,0.0001433451,0.00004656137,0.00001611929,0.00003541031,0.000001350308,0.0001169873],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007740697,"threshold_uncertainty_score":0.02085578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2466082472712553,"score_gpt":0.5356471312698988,"score_spread":0.2890388839986435,"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."}}