{"id":"W7133039496","doi":"","title":"Neuroimaging and Reward Processing in Major Depressive Disorder and Mild Traumatic Brain Injury","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Anhedonia; Major depressive disorder; Neuroimaging; Traumatic brain injury; Comorbidity; Functional neuroimaging; Concussion; Reward system","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":[0.000241614,0.0001475306,0.0001565363,0.0004552931,0.0002520608,0.0002743526,0.0001576206,0.0002432247,0.0006517733],"category_scores_gemma":[0.0008671176,0.0001485473,0.0001535334,0.0002027117,0.0002016478,0.0001672245,0.0002810007,0.0002000364,0.0000675058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002615636,"about_ca_system_score_gemma":0.0001826062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004621055,"about_ca_topic_score_gemma":0.01382212,"domain_scores_codex":[0.9999256,0.00001991477,0.000007392402,0.00001711168,0.00001501526,0.00001493494],"domain_scores_gemma":[0.99985,0.0000197217,0.00007101135,0.00001106914,0.00002271638,0.00002531621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001698437,0.0003161657,0.9231198,0.0002731818,0.000343537,0.001701752,0.001253896,0.0002335344,0.03830341,0.0003709606,0.0007515499,0.03163385],"study_design_scores_gemma":[0.000007104997,0.00006382044,0.9988604,0.000007628607,0.00001369025,0.0005309717,0.0001164873,0.00007868006,0.0001532815,0.00009063909,0.00007576452,0.000001694954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984261,0.0005034247,0.000169247,0.00007193052,0.000003280754,0.00002385505,0.0001518398,0.000003231918,0.0006470148],"genre_scores_gemma":[0.9990627,0.0002539386,0.0002441394,0.00005000029,0.000007127191,0.00001925691,0.0001767259,9.262279e-7,0.0001852028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004621055,"threshold_uncertainty_score":0.009188294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05952878239370084,"score_gpt":0.4164795263389741,"score_spread":0.3569507439452732,"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."}}