{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001393071,0.0002945139,0.0005152723,0.0006399797,0.00005947781,0.00001434341,0.0004309004,0.002927941,0.00009458212],"category_scores_gemma":[0.002434705,0.0002800629,0.0001107053,0.0006463594,0.00007634646,0.0001363486,0.00005050506,0.008072981,0.00009518921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004512518,"about_ca_system_score_gemma":0.002383587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000420798,"about_ca_topic_score_gemma":0.000005153763,"domain_scores_codex":[0.9972318,0.00006080352,0.0009065645,0.0005523411,0.0006901344,0.00055836],"domain_scores_gemma":[0.9986568,0.0001136425,0.0003143564,0.00058666,0.0002574104,0.0000711388],"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":[0.00003443858,0.0000253801,0.01221141,0.0005652842,0.00003052483,0.00001002378,0.0002715286,2.31928e-7,0.000004565847,0.000271129,0.9819352,0.004640282],"study_design_scores_gemma":[0.001095663,0.00008025164,0.001384647,0.001376944,0.0001181422,0.000108519,0.000220768,0.00005216316,0.000004198333,0.0266458,0.9686374,0.0002755098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005084502,0.002463786,0.000215419,0.9776825,0.009021335,0.00103459,0.00001863529,0.00009521543,0.004383984],"genre_scores_gemma":[0.0002897792,0.0001373867,0.02053525,0.9272926,0.0403329,0.000314927,0.001120319,0.000111868,0.009864958],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05038993,"threshold_uncertainty_score":0.9999651,"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."}}