{"id":"W4399771628","doi":"10.1016/j.neuchi.2024.101575","title":"Are name characteristics of UK neurosurgeons associated with their career success?","year":2024,"lang":"en","type":"letter","venue":"Neurochirurgie","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Laidlaw Foundation","keywords":"Psychology; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001884592,0.0001727579,0.0004585196,0.001419396,0.001755659,0.002358301,0.0007935888,0.006597503,0.01327889],"category_scores_gemma":[0.03525994,0.0002978272,0.0005348827,0.003198158,0.001250309,0.001584306,0.0009158768,0.003735873,0.003614993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001539044,"about_ca_system_score_gemma":0.002523751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02471026,"about_ca_topic_score_gemma":0.04756766,"domain_scores_codex":[0.9966737,0.0008456049,0.0004702704,0.0002139468,0.0006032285,0.00119327],"domain_scores_gemma":[0.9715294,0.006862439,0.009419177,0.0008256144,0.004492908,0.006870517],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001535347,0.00006620242,0.943966,0.00004605184,0.00004597566,0.001835876,0.0006045035,0.00003562005,0.0001082118,0.0004597722,0.04494371,0.007734413],"study_design_scores_gemma":[0.00003074981,0.00009244764,0.9571961,0.0003608496,0.00004495898,0.004673938,0.01106256,0.0002397809,0.00009842117,0.0009520172,0.02519142,0.00005679858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4660263,0.004761999,0.0001727459,0.4836568,0.006325791,0.00002478099,0.001618565,0.00001991755,0.03739299],"genre_scores_gemma":[0.9308267,0.002424603,0.0001967936,0.0525308,0.00646966,0.00003545826,0.0004145944,0.00002222254,0.007079079],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9981154,"threshold_uncertainty_score":0.04913288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0386185433020567,"score_gpt":0.2519554091263936,"score_spread":0.2133368658243369,"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."}}