{"id":"W2008546357","doi":"10.1517/14656566.7.10.1305","title":"Managing psychiatric disorders with antidiabetic agents: translational research and treatment opportunities","year":2006,"lang":"en","type":"review","venue":"Expert Opinion on Pharmacotherapy","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; McMaster University; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Mood disorders; Psychiatry; Disease; Neuroprotection; Anxiety; Psychological intervention; Mood; Bipolar disorder; Neuroscience; Bioinformatics; Psychology; Pharmacology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001455706,0.0005915855,0.001006273,0.0007323202,0.0002741181,0.00005254173,0.0001028172,0.0001530662,0.0002747955],"category_scores_gemma":[6.36764e-7,0.0003841852,0.0002618138,0.0003427566,0.0001734062,0.00006811287,0.000009281074,0.0003164385,0.0000205897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001776526,"about_ca_system_score_gemma":0.0002898793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001299918,"about_ca_topic_score_gemma":0.00001571312,"domain_scores_codex":[0.9977106,0.0002256323,0.0004025755,0.0006442535,0.0005702055,0.0004466978],"domain_scores_gemma":[0.9991972,0.0001369623,0.0001123536,0.0003031652,0.00004615817,0.0002041387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001790174,0.001467846,0.0001784826,0.001012868,0.0007588232,0.000009984865,0.0002195138,5.929186e-7,5.059563e-7,0.0002140041,0.002253105,0.9937053],"study_design_scores_gemma":[0.004224916,0.001973096,0.00008258013,0.00211639,0.0001209505,0.00004233192,0.00005613208,0.00001700162,0.00000494147,0.000101201,0.9909226,0.0003379137],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001638731,0.9908249,0.00003371271,0.002352972,0.0002686098,0.00208651,0.00006789777,0.00008261257,0.004266441],"genre_scores_gemma":[0.00007578066,0.9964381,0.0002314876,0.0001661375,0.000445286,0.0006653013,0.0007541404,0.0001424063,0.001081393],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9933673,"threshold_uncertainty_score":0.999861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2277084462502555,"score_gpt":0.4688431981785058,"score_spread":0.2411347519282503,"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."}}