{"id":"W4409451448","doi":"10.1162/imag_a_00559","title":"Body size and intracranial volume interact with the structure of the central nervous system: A multi-center in vivo neuroimaging study","year":2025,"lang":"en","type":"article","venue":"Imaging Neuroscience","topic":"Advanced Neuroimaging Techniques and Applications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Philips (Canada); McGill University; Mila - Quebec Artificial Intelligence Institute; CARE Canada; Montreal Neurological Institute and Hospital; International Collaboration On Repair Discoveries; University of British Columbia; Centre Hospitalier Universitaire Sainte-Justine; Université de Sherbrooke; Université de Montréal; Polytechnique Montréal","funders":"Institut TransMedTech; H2020 European Research Council; National Institute of Neurological Disorders and Stroke; Instituto de Salud Carlos III; Fonds de Recherche du Québec - Santé; Natural Sciences and Engineering Research Council of Canada; National Institute of Biomedical Imaging and Bioengineering; Canadian Institutes of Health Research; HORIZON EUROPE Framework Programme; Agència de Gestió d'Ajuts Universitaris i de Recerca; Institut de Valorisation des Données; Agentura Pro Zdravotnický Výzkum České Republiky; University College London Hospitals NHS Foundation Trust; Center for Neurobehavioral Development; European Commission; Ministerstvo Zdravotnictví Ceské Republiky; National Natural Science Foundation of China; National Institutes of Health; International Collaboration on Repair Discoveries; Rosetrees Trust; Ministerstvo Školství, Mládeže a Tělovýchovy; Craig H. Neilsen Foundation; Ataxia UK; National Imaging Facility; Fundación Bancaria Caixa d'Estalvis i Pensions de Barcelona; National Institute for Health and Care Research; H2020 Marie Skłodowska-Curie Actions; Courtois Foundation; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research; Canada Foundation for Innovation; SpinalCure Australia; University of Pennsylvania; Wings for Life; Canada First Research Excellence Fund; Max-Planck-Gesellschaft; Bristol-Myers Squibb; “la Caixa” Foundation; Deutsche Forschungsgemeinschaft; University of Queensland; American Heart Association; Réseau en Bio-Imagerie du Quebec; University of Minnesota","keywords":"Neuroimaging; Central nervous system; Brain size; Neuroscience; Center (category theory); In vivo; Medicine; Psychology; Biology; Magnetic resonance imaging; Chemistry; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0008685929,0.0003631912,0.0003389315,0.0006356848,0.0003479034,0.0004816727,0.000316038,0.0003637874,0.0009737057],"category_scores_gemma":[0.001631715,0.0002793358,0.0003143945,0.0005668757,0.0005465049,0.0005775408,0.000460404,0.0002860686,0.0002047514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001638227,"about_ca_system_score_gemma":0.0001989398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001812164,"about_ca_topic_score_gemma":0.002492086,"domain_scores_codex":[0.9996451,0.0001362153,0.00001961635,0.0001193713,0.00004477763,0.00003483121],"domain_scores_gemma":[0.9984825,0.0003381376,0.0005195447,0.0003613193,0.0001241403,0.0001742927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001056883,0.0002426004,0.9819722,0.00002817478,0.0004519566,0.000251708,0.0005034449,0.0001798239,0.009908513,0.00008944317,0.0001343157,0.005181051],"study_design_scores_gemma":[0.000008055131,0.0001810232,0.9988515,0.000001908097,0.00004849224,0.0002653629,0.00009325532,0.0002690197,0.0001817612,0.00002433824,0.00007089661,0.000004459365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996147,0.00006723342,0.0001694944,0.000007849959,0.000001389981,0.000004269191,0.00003395465,0.00000185886,0.00009913324],"genre_scores_gemma":[0.9995697,0.00003307938,0.0002059488,0.000008899648,0.000008256954,0.000005656529,0.00009447744,0.000003383467,0.00007071838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001812164,"threshold_uncertainty_score":0.004593611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01389548183362761,"score_gpt":0.3068382174446539,"score_spread":0.2929427356110263,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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