{"id":"W4379798977","doi":"10.1016/j.bpsc.2023.05.009","title":"Modeling Effort-Based Decision Making: Individual Differences in Schizophrenia and Major Depressive Disorder","year":2023,"lang":"en","type":"article","venue":"Biological Psychiatry Cognitive Neuroscience and Neuroimaging","topic":"Neural and Behavioral Psychology Studies","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; The Scarborough Hospital; University of Toronto; Sunnybrook Health Science Centre; Centre for Addiction and Mental Health","funders":"Social Sciences and Humanities Research Council of Canada; Neurocrine Biosciences; HLS Therapeutics; Ontario Mental Health Foundation","keywords":"Schizophrenia (object-oriented programming); Major depressive disorder; Psychology; Psychiatry; Clinical psychology; Cognition","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":[],"consensus_categories":[],"category_scores_codex":[0.0001742281,0.000318931,0.0003050276,0.0003712582,0.0005565545,0.0001458839,0.0002956771,0.00008279646,0.00001000567],"category_scores_gemma":[0.0006661808,0.0002260931,0.00005338298,0.0009881937,0.0009210983,0.0002218454,0.0003950497,0.0003723258,0.00001559678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003466592,"about_ca_system_score_gemma":0.00002008785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006547788,"about_ca_topic_score_gemma":0.00001419489,"domain_scores_codex":[0.997272,0.0001736197,0.0003095886,0.00139026,0.0002715194,0.0005830479],"domain_scores_gemma":[0.999175,0.0004710754,0.00008655797,0.0001283683,0.00002025551,0.0001187461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002592831,0.0001498339,0.9389263,0.00001055653,9.330919e-7,0.0001260344,0.00004085986,0.00002177986,0.03881396,0.0001155698,0.00002076347,0.02151417],"study_design_scores_gemma":[0.001551753,0.0003456449,0.9804939,0.000143289,0.00001577959,0.00004724024,0.0001329792,0.01359978,0.0005913744,0.002712487,0.00001170852,0.0003540572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972904,0.0001975454,0.0003131928,0.0008866471,0.0005589646,0.0003575916,0.00002943404,0.0002108286,0.0001554444],"genre_scores_gemma":[0.9961672,0.0002434622,0.0001011839,0.003367204,0.00003929708,0.00004113119,0.000001360244,0.00002143757,0.00001769144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04156765,"threshold_uncertainty_score":0.921981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1683281667539733,"score_gpt":0.3779755989383836,"score_spread":0.2096474321844103,"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."}}