{"id":"W4408449445","doi":"10.1212/wnl.0000000000213620","title":"2024 Annual Highlights of the Resident &amp; Fellow Section: A Representative Collection of Previously Published Articles","year":2024,"lang":"en","type":"article","venue":"Neurology","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Neurological Disorders and Stroke; University of California, San Francisco; National Institutes of Health; University of Oxford; Johns Hopkins University; Alexion Pharmaceuticals; Research to Prevent Blindness; AstraZeneca; Advanced Research Projects Agency - Energy; Advanced Research Projects Agency; Larry L. Hillblom Foundation; Immune Deficiency Foundation; American Heart Association","keywords":"Section (typography); Library science; Medicine; History; Gerontology; Computer 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":[0.005846349,0.001240212,0.0007054147,0.007442879,0.002104212,0.005212396,0.0009168228,0.001203765,0.09627571],"category_scores_gemma":[0.0179537,0.0005099404,0.0007323498,0.003498357,0.0005180558,0.001681686,0.001492142,0.001492557,0.06001637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001487196,"about_ca_system_score_gemma":0.004073787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001578515,"about_ca_topic_score_gemma":0.004905389,"domain_scores_codex":[0.9965256,0.000429592,0.0003834219,0.0002242991,0.002206588,0.0002304217],"domain_scores_gemma":[0.9634154,0.004557898,0.003425916,0.0009382109,0.02311261,0.004550049],"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":[0.00001987153,0.0000177345,0.0001395966,0.0001163263,0.000003139656,0.0000879499,0.00003726371,0.0000108368,0.0003850412,0.0001024866,0.9796479,0.01943197],"study_design_scores_gemma":[0.000009000764,0.00002820041,0.001061035,0.000205236,0.000006670543,0.0002132813,0.00013421,0.00005746407,0.0003035364,0.0001318656,0.9978406,0.00000881404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.006291529,0.0158679,0.003105403,0.06816648,0.7194587,0.001670686,0.005428589,0.001468481,0.1785422],"genre_scores_gemma":[0.01278418,0.0161241,0.005023555,0.01498138,0.6236998,0.0007581561,0.004657465,0.001426977,0.3205445],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.09627571,"threshold_uncertainty_score":0.3220744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05294785621464201,"score_gpt":0.3689015960336562,"score_spread":0.3159537398190142,"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."}}