{"id":"W4223465336","doi":"10.1038/s41593-022-01046-0","title":"Addressing racial and phenotypic bias in human neuroscience methods","year":2022,"lang":"en","type":"review","venue":"Nature Neuroscience","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":108,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Institutes of Health; National Center for Advancing Translational Sciences; National Institute of Neurological Disorders and Stroke; U.S. Department of Health and Human Services","keywords":"Neuroscience; Systems neuroscience; Neuroscientist; Psychology; Central nervous system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01224547,0.001163447,0.003147895,0.004148231,0.0005796988,0.002412191,0.001843931,0.002809064,0.006044189],"category_scores_gemma":[0.02521359,0.0005601189,0.00127449,0.003082194,0.002838655,0.002824845,0.001899895,0.003200507,0.001091903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003148555,"about_ca_system_score_gemma":0.005701213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004988635,"about_ca_topic_score_gemma":0.009714928,"domain_scores_codex":[0.9967192,0.001418296,0.0005499203,0.0004073952,0.0007905138,0.0001147478],"domain_scores_gemma":[0.9800882,0.01731097,0.0008234182,0.0003142353,0.001304819,0.0001583755],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007803293,0.00003363912,0.0002429431,0.0489781,0.0002908258,0.00006649883,0.0001732364,0.0001871129,0.0002369949,0.01438266,0.02302295,0.9123071],"study_design_scores_gemma":[0.00007266267,0.00009393023,0.001898774,0.08325576,0.00109601,0.0007776911,0.0002114063,0.0001740937,0.000377407,0.01824529,0.8937331,0.00006382813],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002318098,0.9988497,0.000132541,0.0004658708,0.0001928192,0.000003513111,0.000007301563,0.000002580829,0.0003223864],"genre_scores_gemma":[0.0005595764,0.9971188,0.0005218508,0.001105946,0.0004106601,0.00001616055,0.00001458317,0.000004155072,0.0002483039],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9877545,"threshold_uncertainty_score":0.06476098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.540137737246574,"score_gpt":0.5761706919276895,"score_spread":0.03603295468111556,"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."}}