{"id":"W4400586692","doi":"10.1080/0142159x.2024.2377392","title":"Mentorship in medicine is a <i>Complex</i> opportunity","year":2024,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mentorship; Medical education; Medicine; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01705874,0.0003624505,0.0005875298,0.0008433364,0.007844695,0.01453184,0.001427738,0.004001996,0.005843021],"category_scores_gemma":[0.02306609,0.0002766744,0.0006134079,0.001007105,0.0306238,0.009722468,0.01243438,0.007438079,0.001148078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004057451,"about_ca_system_score_gemma":0.01017372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001437211,"about_ca_topic_score_gemma":0.002721365,"domain_scores_codex":[0.9784034,0.01532646,0.0005790748,0.0009800409,0.003273976,0.001437059],"domain_scores_gemma":[0.9700398,0.01373472,0.00279841,0.00252702,0.001771787,0.009128219],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000813716,0.0002386531,0.006022113,0.0008418291,0.00006528248,0.0006392046,0.02823385,0.0005923448,0.0008470936,0.7306859,0.0496202,0.1821322],"study_design_scores_gemma":[0.00003594625,0.0004382199,0.005053045,0.001137778,0.00004682568,0.001293407,0.02122738,0.000632125,0.0005481156,0.4035007,0.565986,0.0001004382],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06571335,0.0229964,0.05483066,0.6281511,0.009876738,0.0002218475,0.0000809399,0.0004374097,0.2176915],"genre_scores_gemma":[0.90446,0.01237939,0.02775953,0.02969837,0.004838927,0.0001820229,0.00005170712,0.000130808,0.02049913],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9829413,"threshold_uncertainty_score":0.09021634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1571511481681727,"score_gpt":0.4160524181728393,"score_spread":0.2589012700046666,"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."}}