{"id":"W2975836210","doi":"10.1101/781674","title":"Satellite Imaging of Global Urbanicity relate to Adolescent Brain Development and Behavior","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; University of Toronto","funders":"Medical Research Council; National Natural Science Foundation of China; Agence Nationale de la Recherche; Deutsche Forschungsgemeinschaft; King's College London; National Key Research and Development Program of China; EU Joint Programme – Neurodegenerative Disease Research; National Institute for Health and Care Research; European Commission; Bundesministerium für Bildung und Forschung; South London and Maudsley NHS Foundation Trust","keywords":"Psychology; Early childhood; Brain size; Brain Structure and Function; Psychological intervention; Developmental psychology; Environmental health; Cognition; Medicine; Neuroscience","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":[],"consensus_categories":[],"category_scores_codex":[0.000197204,0.0001855294,0.0001186186,0.0006944812,0.0001599932,0.0003423498,0.0001520791,0.0001440167,0.001601004],"category_scores_gemma":[0.0008508308,0.0001184297,0.0001993612,0.0008185655,0.0001813385,0.0001828362,0.0003549427,0.0001941143,0.0001014077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002416057,"about_ca_system_score_gemma":0.0002136142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01784319,"about_ca_topic_score_gemma":0.03369962,"domain_scores_codex":[0.9999126,0.00002033314,0.000007345348,0.00002702591,0.00001522143,0.00001733115],"domain_scores_gemma":[0.9994862,0.00007397519,0.0002447339,0.00004296506,0.00008150125,0.00007056582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003911513,0.0000133122,0.9963217,0.00001287794,0.0000385912,0.00002717437,0.0001624141,0.0001831535,0.0006881325,0.00005991304,0.0001167095,0.00233691],"study_design_scores_gemma":[5.874596e-7,0.000009727769,0.9994932,0.000003346374,0.000006098261,0.00002343461,0.0001134694,0.0001572836,0.00008848078,0.00002195419,0.00008152593,9.092636e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985329,0.0000653232,0.0001294751,0.00002111535,0.000001761247,0.000006253627,0.0008233382,0.000004576713,0.0004151977],"genre_scores_gemma":[0.9988815,0.00005629005,0.0001952612,0.000005651675,0.000002200486,0.000009691129,0.0006504492,0.000002502683,0.0001965201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01784319,"threshold_uncertainty_score":0.03547865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01920235274681788,"score_gpt":0.2801008654497213,"score_spread":0.2608985127029034,"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."}}