{"id":"W4280495535","doi":"10.1227/neu.0000000000002034","title":"In Reply: A Novel Neurosurgery Virtual Interest Group for Disadvantaged Medical Students: Lessons Learned for the Postpandemic Era","year":2022,"lang":"en","type":"letter","venue":"Neurosurgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Disadvantaged; Neurosurgery; Medicine; Medical education; Population; Psychiatry; Political science","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":[0.004858584,0.0009485544,0.001496093,0.0008234273,0.003739082,0.003802628,0.004189224,0.03391067,0.007760741],"category_scores_gemma":[0.04642052,0.0007837759,0.001033981,0.0006924473,0.003664709,0.007014269,0.002198085,0.0416712,0.004557524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002306379,"about_ca_system_score_gemma":0.004618762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002658861,"about_ca_topic_score_gemma":0.00404619,"domain_scores_codex":[0.996841,0.0009110815,0.000452589,0.0004742307,0.0009106402,0.000410475],"domain_scores_gemma":[0.9824491,0.009003056,0.001231706,0.0004127221,0.004418321,0.002485087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002703422,0.0000243306,0.0003919239,0.000111255,0.00001449426,0.0009908924,0.0002196051,0.00002903659,0.00006358992,0.0006962653,0.9926533,0.004778293],"study_design_scores_gemma":[0.00009930116,0.00009726902,0.001382261,0.0005517849,0.00005478578,0.004572803,0.002044641,0.000442024,0.0003931794,0.003008617,0.9872161,0.00013732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005143766,0.002083237,0.0002130074,0.9049961,0.09128995,0.00001790275,0.00005144914,0.00006267474,0.0007712166],"genre_scores_gemma":[0.003725015,0.002462888,0.0003200199,0.8736678,0.1159701,0.00004073702,0.00002798557,0.0000417199,0.003743634],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03391067,"threshold_uncertainty_score":0.02596223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1034225451530597,"score_gpt":0.3725970743003509,"score_spread":0.2691745291472912,"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."}}