{"id":"W2074669259","doi":"10.1007/s40596-015-0329-6","title":"Top Ten Tips for Flourishing in Residency","year":2015,"lang":"en","type":"letter","venue":"Academic Psychiatry","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Residency training; Flourishing; Medical education; Psychology; MEDLINE; Family medicine; Medicine; Political science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01364191,0.0009217756,0.001373098,0.001293731,0.02111228,0.01695647,0.002830456,0.1468163,0.01931372],"category_scores_gemma":[0.06070181,0.001338895,0.001932676,0.0008536307,0.01051672,0.01039837,0.009377406,0.1050701,0.00850344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01120667,"about_ca_system_score_gemma":0.04163675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01329618,"about_ca_topic_score_gemma":0.0510189,"domain_scores_codex":[0.9816206,0.003491408,0.001692833,0.001257684,0.005534537,0.006403008],"domain_scores_gemma":[0.9398696,0.01034063,0.002504774,0.001031535,0.006807162,0.03944622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001619997,0.00007632533,0.001401329,0.00003947178,0.00001222164,0.001302697,0.0003116749,0.00005289973,0.0001069947,0.004950276,0.9833249,0.008404925],"study_design_scores_gemma":[0.0001141626,0.0001504524,0.006083257,0.001111691,0.00004022451,0.003241193,0.004757533,0.0005860466,0.0002915853,0.02426312,0.9591771,0.0001836009],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002373061,0.0003760817,0.00004552475,0.9915644,0.005638457,0.000004806907,0.000006617091,0.00001191277,0.002114917],"genre_scores_gemma":[0.004146732,0.0003982454,0.0001995284,0.978407,0.01083184,0.00002188058,0.000009260316,0.00001530156,0.005970221],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1468163,"threshold_uncertainty_score":0.08131045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03644957550191722,"score_gpt":0.3697440518189304,"score_spread":0.3332944763170132,"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."}}