{"id":"W6939791798","doi":"10.6084/m9.figshare.25487477.v1","title":"Evaluating neurosurgical training: a national survey examining the British trainee experience","year":2024,"lang":"en","type":"dataset","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Likert scale; Workforce; Descriptive statistics; Quarter (Canadian coin); Test (biology); Curriculum; Categorical variable; Neurosurgery; Perception","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":[],"consensus_categories":[],"category_scores_codex":[0.002224074,0.0001244994,0.0002475537,0.00102469,0.0004681931,0.0006066852,0.0004718018,0.0004048597,0.002949439],"category_scores_gemma":[0.006060041,0.0003143816,0.0002335392,0.0009632491,0.0005452828,0.0006310783,0.00121979,0.0006292948,0.0006702416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001699902,"about_ca_system_score_gemma":0.001264726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09111077,"about_ca_topic_score_gemma":0.1207652,"domain_scores_codex":[0.9976438,0.0007419923,0.0003075075,0.0001313796,0.0008547751,0.0003205352],"domain_scores_gemma":[0.9943446,0.0009351563,0.001580769,0.0001219689,0.001396228,0.001621238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000998683,0.0001301088,0.9622449,0.0002320305,0.00002801996,0.0004126556,0.01297435,0.000118937,0.0015097,0.00004873351,0.003199994,0.01900066],"study_design_scores_gemma":[0.000002211754,0.0001516417,0.9892589,0.00005024586,0.000002715116,0.0001910324,0.007742262,0.0001059842,0.00006809081,0.000005860054,0.002411304,0.000009796539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.9961658,0.0002225566,0.00009500847,0.0003734127,0.000009970195,0.00003691733,0.0004245091,0.000008941402,0.00266288],"genre_scores_gemma":[0.996799,0.0006568243,0.0002082959,0.0003290015,0.00001077407,0.00005144672,0.0004839698,0.00001202861,0.001448658],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.09111077,"threshold_uncertainty_score":0.1811609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2820313916817561,"score_gpt":0.3513249000873736,"score_spread":0.06929350840561754,"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."}}