{"id":"W4390697799","doi":"10.1101/2024.01.07.24300956","title":"The Prevalence of Imposter Phenomenon in (Post)graduate Medical Education","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Perfectionism, Procrastination, Anxiety Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Trillium Health Centre","funders":"McMaster University","keywords":"Feeling; Demographics; Psychology; Scale (ratio); Medicine; Family medicine; Clinical psychology; Demography; Social psychology; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002126686,0.0001277167,0.0002055918,0.001152785,0.0006017677,0.0008868019,0.0004469366,0.0004201901,0.00363184],"category_scores_gemma":[0.01099489,0.000194472,0.000210311,0.0006235817,0.00102475,0.0006953235,0.001435485,0.0008414284,0.0002104925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005291004,"about_ca_system_score_gemma":0.0006705214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002938838,"about_ca_topic_score_gemma":0.005551947,"domain_scores_codex":[0.9979743,0.0005672899,0.000293577,0.0002002649,0.0006727046,0.0002917438],"domain_scores_gemma":[0.9872866,0.002062555,0.007593511,0.000383919,0.0009863788,0.001687063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002124997,0.00002984121,0.9944882,0.00002887506,0.0000103435,0.0001032342,0.001438769,0.000007625261,0.000172353,0.00003068521,0.0001778998,0.003490951],"study_design_scores_gemma":[8.471067e-7,0.00007454803,0.9950196,0.0000281106,0.000003206376,0.0004269709,0.004164813,0.0000283408,0.00005377918,0.00001912761,0.0001766036,0.000003994378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990153,0.0001144859,0.00004395442,0.0001486189,0.000005912907,0.000006640329,0.00004161351,0.000002190652,0.0006212365],"genre_scores_gemma":[0.9997733,0.00005120718,0.00003345283,0.00003133129,0.000006163099,0.000003455438,0.00002245615,4.985038e-7,0.0000780776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00363184,"threshold_uncertainty_score":0.01214969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0315583461775445,"score_gpt":0.3557686793149573,"score_spread":0.3242103331374128,"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."}}