{"id":"W2908042513","doi":"10.1097/prs.0000000000005134","title":"Mentorship: A Pathway to Succeed in Plastic Surgery","year":2018,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Medicine; Plastic surgery; General surgery; Surgery; Medical education","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02444977,0.001305769,0.0007203,0.001628147,0.01111985,0.0220639,0.004047506,0.01118187,0.06092181],"category_scores_gemma":[0.05844518,0.0007214631,0.001930984,0.0008807271,0.009512564,0.01875538,0.03038571,0.02872016,0.04515651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003194663,"about_ca_system_score_gemma":0.03155283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001460327,"about_ca_topic_score_gemma":0.005339079,"domain_scores_codex":[0.9731896,0.01276204,0.001007517,0.001161125,0.007842384,0.004037374],"domain_scores_gemma":[0.877261,0.00956598,0.003957127,0.004334461,0.0127981,0.09208326],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004216488,0.0003257409,0.0009950806,0.0002806252,0.00002501572,0.0006171315,0.005398553,0.0000830067,0.0003029294,0.01460325,0.8565184,0.120808],"study_design_scores_gemma":[0.00005179343,0.0002407267,0.001571237,0.001188318,0.00001451499,0.001363697,0.009962137,0.0001456285,0.0002269693,0.02715114,0.9579996,0.00008422254],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003215715,0.007520767,0.009537712,0.8582784,0.03506516,0.0002844039,0.0001268594,0.001311674,0.08465928],"genre_scores_gemma":[0.1189132,0.03076723,0.06314392,0.4396504,0.04206729,0.001315966,0.0006590511,0.002839382,0.3006437],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9755502,"threshold_uncertainty_score":0.2038038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03522947376061711,"score_gpt":0.2632073563502269,"score_spread":0.2279778825896098,"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."}}