{"id":"W4400778658","doi":"10.7554/elife.97150.2","title":"A robust brain network for sustained attention from adolescence to adulthood that predicts later substance use","year":2024,"lang":"en","type":"preprint","venue":"eLife","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine; University of Toronto","funders":"","keywords":"Cannabis; Psychology; Substance use; Developmental psychology; Vulnerability (computing); Clinical psychology; Psychiatry","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":[0.0003649028,0.0001929326,0.0001886573,0.0006340578,0.0002788047,0.0004719752,0.0002892883,0.0002981068,0.002856317],"category_scores_gemma":[0.00243167,0.0001969772,0.000302541,0.0005087575,0.0002735221,0.0005571985,0.0006386535,0.0004213652,0.0002433551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003066144,"about_ca_system_score_gemma":0.0002610614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01062831,"about_ca_topic_score_gemma":0.02294514,"domain_scores_codex":[0.9998701,0.00001705604,0.00000483841,0.00006290004,0.00001404925,0.0000309734],"domain_scores_gemma":[0.9993355,0.0001418881,0.0002218486,0.00008505305,0.000108685,0.0001071345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004439717,0.00007700759,0.9125226,0.0001690541,0.0007009225,0.0004400502,0.00104415,0.001910372,0.03285193,0.001691669,0.003865807,0.04428257],"study_design_scores_gemma":[0.000003368636,0.00003403961,0.9967553,0.00001901557,0.00005331899,0.0002233506,0.0001313802,0.0009240513,0.0005882743,0.0007552321,0.000505322,0.000007252623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931525,0.0004904952,0.002409676,0.0002787429,0.00001389853,0.00001090254,0.002248707,0.00005508564,0.001339925],"genre_scores_gemma":[0.997056,0.0001556234,0.001072623,0.00003375752,0.000008805647,0.00001941394,0.0010772,0.00001812251,0.000558532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01062831,"threshold_uncertainty_score":0.02113289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07696220761784443,"score_gpt":0.2715793592172858,"score_spread":0.1946171515994413,"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."}}