{"id":"W2004773948","doi":"10.1002/j.2168-9830.2003.tb00769.x","title":"An Analysis of B.S.E.E. Degree Completion Time at Ohio University","year":2003,"lang":"en","type":"article","venue":"Journal of Engineering Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Remedial education; Quartile; Quarter (Canadian coin); Medical education; Degree (music); Psychology; Mandate; Mathematics education; Punctuality; Medicine; Mathematics; Political science; Statistics; Geography; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007311063,0.00004224321,0.0001417537,0.0004936142,0.0001132994,0.00001248838,0.0001269692,0.00002978262,0.0003238568],"category_scores_gemma":[0.0003531779,0.00004455572,0.00007474891,0.0008455056,0.00004047333,0.0001939577,0.000005287734,0.00006524575,0.000005673866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004490104,"about_ca_system_score_gemma":0.0004208329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001341805,"about_ca_topic_score_gemma":0.0000901074,"domain_scores_codex":[0.9992708,0.000133124,0.0001536437,0.00005504674,0.0002871924,0.0001001771],"domain_scores_gemma":[0.9990345,0.000116876,0.0001604086,0.00008546123,0.0004957477,0.0001069866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001182081,0.003469373,0.5277749,0.0001981048,0.003994571,0.000008012282,0.09410963,0.09778211,0.07359216,0.1641986,0.02962376,0.005130592],"study_design_scores_gemma":[0.0001398474,0.00006907243,0.8382321,0.00002896933,0.0003457153,0.000001647126,0.004344747,0.0006816332,0.0003616576,0.00002871539,0.1556547,0.0001111519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937425,0.0001202306,0.001114788,0.0003324342,0.0003300177,0.00004872376,0.00000197705,0.000008670802,0.00430062],"genre_scores_gemma":[0.9960233,0.00006817596,0.002277102,0.000006039385,0.00008379689,3.041839e-7,0.00000322904,0.000003245485,0.001534811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3104572,"threshold_uncertainty_score":0.3546005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022642812042731,"score_gpt":0.3302010351972908,"score_spread":0.3075582231545598,"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."}}