{"id":"W6958123757","doi":"10.60692/c7cpn-s5k98","title":"Factors associated with the improvement of the empathy levels among clinical-year medical students in Southern Thailand: a university-based cross-sectional study","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depersonalization; Empathy; Burnout; Mental health; Emotional exhaustion; Logistic regression","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005988728,0.0001762991,0.0001999696,0.0005601395,0.000517672,0.0006879892,0.0001608076,0.0003731803,0.001193351],"category_scores_gemma":[0.001829306,0.0002427364,0.0002322376,0.0007221141,0.0002633021,0.0004169692,0.0005404833,0.00054988,0.0001767804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002353947,"about_ca_system_score_gemma":0.0004452748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002452299,"about_ca_topic_score_gemma":0.003784438,"domain_scores_codex":[0.9996152,0.0001179148,0.00005658035,0.00005659498,0.00006813753,0.00008556425],"domain_scores_gemma":[0.998591,0.0001986647,0.0005421434,0.00004264255,0.0001459039,0.0004796414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000255746,0.00007955095,0.9977241,0.00001670457,0.00001404084,0.000106691,0.0007644793,0.00001578123,0.0002086967,0.000005754787,0.00004574217,0.0009927709],"study_design_scores_gemma":[0.000002096506,0.0001679658,0.9967207,0.000009489514,0.000009331297,0.0002683429,0.002590781,0.00006992496,0.00004121916,0.000006417376,0.0001096245,0.000003978686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997565,0.00004185237,0.00001909383,0.0000200334,0.000001431665,0.000004967341,0.00003036595,5.471409e-7,0.0001250839],"genre_scores_gemma":[0.9997692,0.00005864388,0.00003588701,0.00001603354,0.000002987837,0.000007205939,0.00003877166,3.750739e-7,0.00007097872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002452299,"threshold_uncertainty_score":0.004876077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06695411384696792,"score_gpt":0.3033930842425958,"score_spread":0.2364389703956279,"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."}}