{"id":"W2293194104","doi":"10.1016/j.neubiorev.2016.03.004","title":"Assessing anhedonia in depression: Potentials and pitfalls","year":2016,"lang":"en","type":"review","venue":"Neuroscience & Biobehavioral Reviews","topic":"Mental Health Research Topics","field":"Psychology","cited_by":580,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto; St. Michael's Hospital","funders":"National Institute of Mental Health","keywords":"Anhedonia; Depression (economics); Psychology; Cognitive psychology; Neuroscience; Psychiatry; Clinical psychology; Pleasure; Keynesian economics","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":[0.002606956,0.0006405051,0.002269512,0.000495377,0.000221911,0.0003137874,0.0009875181,0.0004557078,0.0007401617],"category_scores_gemma":[0.0003129056,0.0004057113,0.0003207865,0.0008652301,0.0004614164,0.0005303188,0.0005092493,0.0009163882,0.0006123332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002135456,"about_ca_system_score_gemma":0.0002926454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00010575,"about_ca_topic_score_gemma":0.00001807788,"domain_scores_codex":[0.9934648,0.001520118,0.001681539,0.00156074,0.0006007565,0.001172008],"domain_scores_gemma":[0.9974825,0.00002203774,0.0008119711,0.0011264,0.00003421399,0.0005228251],"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":[0.000002013025,0.0001210831,0.0005685959,0.002789079,5.929456e-8,0.000159953,0.00001972811,9.03303e-10,0.00003539903,0.00004107374,0.0006157811,0.9956473],"study_design_scores_gemma":[0.0001789877,0.00009928409,0.002429883,0.01793784,0.00005850114,0.0001860655,0.000007813395,2.145892e-7,3.831353e-7,0.00001333702,0.9787102,0.0003775316],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003160737,0.9939319,0.00002449865,0.000007683775,0.001873603,0.003019271,0.00003152202,0.00004354626,0.0007518622],"genre_scores_gemma":[0.00008142564,0.9975762,0.0001836864,0.0002831238,0.000168163,0.0006805634,0.000007636928,0.00006272313,0.0009564737],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9952697,"threshold_uncertainty_score":0.9998395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4914467799079626,"score_gpt":0.6097661624685273,"score_spread":0.1183193825605647,"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."}}