{"id":"W234265372","doi":"","title":"Predicting Performance of One-Year MBA Students","year":2007,"lang":"en","type":"article","venue":"College student journal","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Accreditation; Predictability; Medical education; Statistics","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":[0.003148719,0.0001408327,0.0001902458,0.0004377413,0.0003545601,0.0002185269,0.0005663491,0.00004252177,0.0003621726],"category_scores_gemma":[0.0001197372,0.0001353417,0.00008213407,0.0004793078,0.00003462989,0.0007522865,0.0003026198,0.0002184963,0.00005974657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006593682,"about_ca_system_score_gemma":0.00002384976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001767352,"about_ca_topic_score_gemma":0.00002635428,"domain_scores_codex":[0.9980161,0.00001269719,0.0005359615,0.0001642883,0.0009346631,0.00033625],"domain_scores_gemma":[0.9989271,0.00004605306,0.0005363767,0.000164298,0.0003008,0.0000254222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000116815,0.0003374139,0.9897277,0.0001336442,0.00007999457,0.000005952005,0.0001266865,0.00001314046,0.0001052188,0.001879322,0.005974996,0.001499121],"study_design_scores_gemma":[0.001077199,0.00004089508,0.9806616,0.000186284,0.0001017223,0.000003717053,0.00241216,0.000141612,0.00004877286,0.000120468,0.01504309,0.0001624898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9273786,0.00004997861,0.0001088246,0.000147495,0.001447215,0.0002492585,6.474118e-7,0.00004150096,0.0705765],"genre_scores_gemma":[0.9952478,0.00005309408,0.0002372697,0.0002213741,0.002298725,0.000003908555,0.000003101833,0.00002029848,0.001914411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06866209,"threshold_uncertainty_score":0.5519075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402104473280194,"score_gpt":0.2712040104778704,"score_spread":0.2571829657450685,"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."}}