{"id":"W2020646745","doi":"10.5539/ass.v8n9p17","title":"Understanding the Personality Traits of Medical Students Using the Five Factor Model","year":2012,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Medical Education and Admissions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conscientiousness; Agreeableness; Openness to experience; Personality; Big Five personality traits; Psychology; Neuroticism; Stratified sampling; Personality Assessment Inventory; Clinical psychology; Big Five personality traits and culture; Social psychology; Extraversion and introversion; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001505848,0.00005021854,0.00009427217,0.00002095841,0.0006377203,0.00002321718,0.0004467491,0.00005011352,0.0007805743],"category_scores_gemma":[0.001599131,0.00002428694,0.0000500361,0.0003723063,0.001194011,0.00008821558,0.00008349389,0.0002018488,0.000002097723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001484416,"about_ca_system_score_gemma":0.001399878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002752207,"about_ca_topic_score_gemma":0.000002545653,"domain_scores_codex":[0.9973829,0.00005148457,0.0001260472,0.00009420225,0.002105897,0.0002394732],"domain_scores_gemma":[0.9991996,0.00006676178,0.00005801373,0.00007919921,0.00004306499,0.0005533072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004887893,0.001504662,0.03548019,0.00008476726,0.00009827963,0.000003216858,0.66313,0.000002402243,0.00824955,0.2407489,0.009672564,0.0409766],"study_design_scores_gemma":[0.0009450321,0.00004462423,0.7599716,0.0001768817,0.0001150422,0.00002699073,0.2255377,0.008792944,0.0002872149,0.002584499,0.001321749,0.0001956727],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8311632,0.0000651825,0.01590706,0.1017441,0.0005158347,0.0003885488,0.000009632939,0.00002259566,0.05018389],"genre_scores_gemma":[0.9969305,0.000002736988,0.00008434348,0.00253402,0.000246744,0.000001626517,3.057682e-7,0.000002778361,0.0001968795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7244915,"threshold_uncertainty_score":0.8546742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2896891792765457,"score_gpt":0.4769039163739494,"score_spread":0.1872147370974037,"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."}}