{"id":"W2029557519","doi":"10.3138/jvme.34.3.356","title":"Personality and Academic Performance of Three Cohorts of Veterinary Students in South Africa","year":2007,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Personality; Psychology; Inclusion (mineral); Medical education; Value (mathematics); Big Five personality traits; Academic achievement; Social psychology; Medicine; Mathematics education","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002337435,0.0001065932,0.0004139716,0.0002915022,0.00002620103,0.000002650664,0.0001784163,0.0001760205,0.0007797975],"category_scores_gemma":[0.003223597,0.00008249826,0.00007209922,0.000254716,0.0002103413,0.000107806,0.00005851559,0.0006336643,0.000001111309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007699632,"about_ca_system_score_gemma":0.00217083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008395441,"about_ca_topic_score_gemma":5.962991e-7,"domain_scores_codex":[0.9975551,0.0000704278,0.0009856188,0.0001240017,0.001090039,0.0001747772],"domain_scores_gemma":[0.9980167,0.0001581355,0.0005094324,0.0001342776,0.0002090975,0.0009723553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002621117,0.003016261,0.9000614,0.001226888,0.00007842632,0.0000897308,0.01391029,6.618318e-7,0.01075975,0.00003800693,0.0009616047,0.06723592],"study_design_scores_gemma":[0.001287484,0.002702696,0.9872903,0.002161481,0.0000546576,0.001082828,0.001960403,0.00005519941,0.0001955623,0.00003265691,0.003104889,0.00007185494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962044,0.001325972,0.0000554588,0.001435427,0.0005619407,0.0001485765,0.00000113359,0.000003375099,0.0002637207],"genre_scores_gemma":[0.9981149,0.0003877093,0.0007264762,0.0004124189,0.0002594297,0.000002683298,0.000003194199,0.000008506609,0.00008465914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08722894,"threshold_uncertainty_score":0.8538235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1234432117425076,"score_gpt":0.4427091266205962,"score_spread":0.3192659148780887,"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."}}