{"id":"W4293546921","doi":"10.1080/09540261.2022.2106121","title":"Precision neuroimaging biomarkers for bipolar disorder","year":2022,"lang":"en","type":"article","venue":"International Review of Psychiatry","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Neuroimaging; Neuroscience; Bipolar disorder; Positron emission tomography; Functional neuroimaging; Brain function; Psychology; Brain mapping; Medicine; Cognition","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":[0.001908449,0.0008118764,0.001311986,0.002361262,0.0002605683,0.001726511,0.0005114382,0.001157739,0.002384444],"category_scores_gemma":[0.003147077,0.0002802914,0.0005654433,0.001435923,0.0006512214,0.0008626768,0.0008245191,0.001464817,0.0007713446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001028918,"about_ca_system_score_gemma":0.0007544578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001693518,"about_ca_topic_score_gemma":0.002264081,"domain_scores_codex":[0.9993606,0.0002303219,0.00008568052,0.0001024686,0.000184175,0.00003680339],"domain_scores_gemma":[0.9986994,0.0005705436,0.0003419213,0.00004904197,0.0002812082,0.00005782321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004783696,0.00006855825,0.01624861,0.004982019,0.0005387538,0.0005817562,0.0002596988,0.0007429437,0.006356801,0.01528011,0.02887861,0.9255838],"study_design_scores_gemma":[0.00027448,0.00169371,0.1725559,0.0227832,0.002299243,0.0143304,0.0008195169,0.005702964,0.01011633,0.1080151,0.6610617,0.0003474656],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004692372,0.9802548,0.006225034,0.004089079,0.0005418207,0.00004659716,0.0003309324,0.00009806736,0.003721195],"genre_scores_gemma":[0.1104311,0.8532366,0.02514386,0.004156102,0.003103838,0.0002233205,0.0008081343,0.00003522932,0.002861842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002384444,"threshold_uncertainty_score":0.01009297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01324057336537224,"score_gpt":0.3236758021444084,"score_spread":0.3104352287790361,"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."}}