{"id":"W2583506660","doi":"10.1002/hbm.23516","title":"Biomarkers, designs, and interpretations of resting‐state fMRI in translational pharmacological research: A review of state‐of‐the‐Art, challenges, and opportunities for studying brain chemistry","year":2017,"lang":"en","type":"review","venue":"Human Brain Mapping","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"WSP (Canada); Concordia University; McGill University; Montreal Neurological Institute and Hospital","funders":"National Institute on Drug Abuse; McGill University","keywords":"Resting state fMRI; Neuroscience; Brain research; Translational research; Functional connectivity; State (computer science); Psychology; Cognitive science; Data science; Computer science; Medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005344961,0.0002882103,0.001249232,0.0002878312,0.0004267677,0.00002573278,0.0004407721,0.00008609593,0.00001100995],"category_scores_gemma":[0.01714792,0.0002414726,0.0002085072,0.0002033202,0.001253317,0.0001387537,0.0003280575,0.0004221849,1.549892e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005291219,"about_ca_system_score_gemma":0.0002952605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004671594,"about_ca_topic_score_gemma":0.00001881178,"domain_scores_codex":[0.9961745,0.001442606,0.001021824,0.000615228,0.0004535811,0.0002922952],"domain_scores_gemma":[0.9748034,0.02371467,0.0009175312,0.0003125224,0.0001946799,0.00005712573],"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":[0.00004770108,0.0001637799,0.00001317811,0.3103848,0.0002804924,0.00001750655,0.002752788,0.000002102165,0.009593795,0.00118746,0.00418669,0.6713697],"study_design_scores_gemma":[0.001175877,0.0002483192,0.0006966525,0.2774697,0.0002426714,0.00005183182,0.0005839987,0.00009340853,0.0002028289,0.007029698,0.7115688,0.0006362099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003577782,0.9916289,0.00006907318,0.004858813,0.00005302591,0.00205264,0.0001957212,0.00001415183,0.0007698562],"genre_scores_gemma":[0.001727115,0.9971866,0.0001375069,0.000212941,0.00002811618,0.0003323492,0.00001286203,0.00002820226,0.0003342955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7073821,"threshold_uncertainty_score":0.9911311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7331754160537606,"score_gpt":0.4722089950548338,"score_spread":0.2609664209989268,"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."}}