{"id":"W3081067382","doi":"10.1101/2020.08.22.262873","title":"Generative lesion pattern decomposition of cognitive impairment after stroke","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Neurobiology of Language and Bilingualism","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Mila - Quebec Artificial Intelligence Institute; Montreal Neurological Institute and Hospital","funders":"","keywords":"Lesion; Cognition; Postcentral gyrus; Stroke (engine); Sequela; Neuroscience; Psychology; Angular gyrus; Lateralization of brain function; Functional magnetic resonance imaging; 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":[0.0004295844,0.0003590675,0.0003653501,0.001100758,0.0001307583,0.000558788,0.0003561256,0.0003434231,0.001436788],"category_scores_gemma":[0.001316722,0.0002065501,0.000636143,0.0005193551,0.0004047718,0.0002378119,0.0005063323,0.000400728,0.0002888751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000616851,"about_ca_system_score_gemma":0.000452859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008853554,"about_ca_topic_score_gemma":0.008017419,"domain_scores_codex":[0.9998631,0.00003279742,0.000006373916,0.00003919779,0.0000227992,0.00003580225],"domain_scores_gemma":[0.9995865,0.0001847648,0.00006800458,0.00007286196,0.00005241492,0.0000353793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008168572,0.0001477938,0.1229267,0.0001176723,0.0004051538,0.001218097,0.0003417015,0.6629907,0.04566548,0.01636602,0.003947815,0.145056],"study_design_scores_gemma":[0.000006048665,0.000020667,0.02748989,0.000004640357,0.00002287412,0.0001665079,0.00002648952,0.9582288,0.001790932,0.01190224,0.0003259635,0.0000149613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7898052,0.0002346786,0.2054271,0.0003679359,0.00001963308,0.00003509194,0.001740983,0.0008074525,0.001561868],"genre_scores_gemma":[0.9933648,0.00003745419,0.00519985,0.00002357102,0.00001047799,0.00000954888,0.0006397837,0.00003257575,0.0006819486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008853554,"threshold_uncertainty_score":0.01760405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02658991096962266,"score_gpt":0.2724603254805533,"score_spread":0.2458704145109307,"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."}}