{"id":"W4413547278","doi":"10.64628/aam.xw9jnd4er","title":"What universities can do to keep students from dropping out","year":2019,"lang":"en","type":"article","venue":"","topic":"Education and Vocational Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mathematics education; Medical education; Business; Psychology; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.01374449,0.001219825,0.001361749,0.002794858,0.01052517,0.01325789,0.004342069,0.01437144,0.04684924],"category_scores_gemma":[0.06345898,0.0006110578,0.00228847,0.001962922,0.004366178,0.0103034,0.007685313,0.008686106,0.01739822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005329689,"about_ca_system_score_gemma":0.0492792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01860573,"about_ca_topic_score_gemma":0.04661983,"domain_scores_codex":[0.9876904,0.004292676,0.0007268565,0.0005657753,0.003089352,0.003634948],"domain_scores_gemma":[0.885557,0.01165839,0.006600164,0.00478442,0.0174878,0.0739122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003467054,0.004811206,0.04481431,0.001727862,0.0003191214,0.0004902637,0.002205268,0.0003652829,0.0005515933,0.004500295,0.5467455,0.3931225],"study_design_scores_gemma":[0.001280882,0.002011878,0.345723,0.01338044,0.001468759,0.001291497,0.07644921,0.001214492,0.003469292,0.04391535,0.5088014,0.0009937712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02982622,0.008738486,0.001854546,0.9028018,0.01505669,0.0002771674,0.0006250688,0.001343651,0.03947644],"genre_scores_gemma":[0.5230829,0.01492223,0.01586376,0.3593379,0.0134732,0.0009499247,0.001182093,0.0007258931,0.0704621],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04684924,"threshold_uncertainty_score":0.1567262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06535678618502473,"score_gpt":0.4106058182130569,"score_spread":0.3452490320280322,"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."}}