{"id":"W4393233000","doi":"10.1080/02688697.2024.2332178","title":"Evaluating neurosurgical training: a national survey examining the British trainee experience","year":2024,"lang":"en","type":"article","venue":"British Journal of Neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Likert scale; Workforce; Medicine; Descriptive statistics; Medical education; Quarter (Canadian coin); Curriculum; Family medicine; Nursing; Psychology","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":[0.002503723,0.0001278013,0.0002136373,0.0009535554,0.0005199428,0.0006627745,0.0004878418,0.0004011524,0.003076993],"category_scores_gemma":[0.007291801,0.000249446,0.000194051,0.00087593,0.000616707,0.0006132629,0.001265553,0.000578902,0.000644495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001675214,"about_ca_system_score_gemma":0.001605309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06971446,"about_ca_topic_score_gemma":0.09463996,"domain_scores_codex":[0.9975532,0.0008297295,0.0002830698,0.0001235025,0.0008573416,0.0003531828],"domain_scores_gemma":[0.9938809,0.001012862,0.001662164,0.0001084621,0.001439301,0.001896393],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009255532,0.0001164061,0.9598237,0.0002354212,0.00002454793,0.0003801346,0.01534307,0.0001096845,0.001066204,0.00003892109,0.002711522,0.0200578],"study_design_scores_gemma":[0.000002562166,0.0001783975,0.9840283,0.00006845002,0.000003143864,0.0002406201,0.01287709,0.0001137076,0.00007208922,0.000006677264,0.00239909,0.000009927438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966921,0.00024581,0.00008857797,0.0003515033,0.000009217185,0.00003310299,0.0002577118,0.000009146677,0.002312769],"genre_scores_gemma":[0.9977297,0.0005565324,0.0001592235,0.0002362974,0.000007431709,0.00003885364,0.0002636377,0.000008931941,0.0009994123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9974963,"threshold_uncertainty_score":0.1386173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2785212768411882,"score_gpt":0.400812140456451,"score_spread":0.1222908636152628,"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."}}