{"id":"W4286625125","doi":"10.1101/2022.07.21.501018","title":"Human Brain Development: a cross-sectional and longitudinal study integrating multiple neuromorphological features","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Gyrification; Cognition; Psychology; Covariance; Developmental psychology; Neuroimaging; Cognitive decline; Neuroscience; Biology; Medicine; Pathology; Cerebral cortex; Statistics; Mathematics; Disease","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":[0.0010129,0.0001761506,0.0001828341,0.0006825022,0.0004528562,0.0004001164,0.0002148459,0.0003146002,0.001101681],"category_scores_gemma":[0.001588763,0.0002601019,0.0002569748,0.00067289,0.0002541092,0.0003722169,0.0004545585,0.0004148756,0.0002169851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001750719,"about_ca_system_score_gemma":0.0002653165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006430515,"about_ca_topic_score_gemma":0.009183479,"domain_scores_codex":[0.9997243,0.00007628761,0.00002404565,0.0001056366,0.00004291386,0.00002679142],"domain_scores_gemma":[0.9990245,0.0001351437,0.0003269408,0.0002143038,0.0001932998,0.0001058114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004825513,0.00004289699,0.9938738,0.000008272093,0.0001375793,0.00007185573,0.0002940883,0.00009359338,0.001834195,0.00008382307,0.0001518981,0.003359689],"study_design_scores_gemma":[9.290209e-7,0.00003983065,0.9991543,0.000003251374,0.00001882289,0.0001347728,0.0001035526,0.0001568356,0.0001603225,0.00003868232,0.000185961,0.0000027167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986234,0.0001417148,0.0005320246,0.00003555312,0.00000429721,0.000008308279,0.0004009949,0.000005691956,0.000247979],"genre_scores_gemma":[0.998922,0.00008012872,0.0004466379,0.00001671998,0.000005483554,0.0000135478,0.0003475024,0.000004080592,0.0001639985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006430515,"threshold_uncertainty_score":0.01278615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06703227820594759,"score_gpt":0.2951136445663898,"score_spread":0.2280813663604422,"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."}}