{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001630559,0.0003325967,0.0002935701,0.0003218757,0.0002744827,0.001177231,0.0003308806,0.0006008366,0.00110921],"category_scores_gemma":[0.01139508,0.0002356401,0.0002664126,0.0002640835,0.000305496,0.0004743245,0.0004006376,0.0007048959,0.000117112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005235371,"about_ca_system_score_gemma":0.0004346406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008851512,"about_ca_topic_score_gemma":0.01104669,"domain_scores_codex":[0.9996237,0.0001874262,0.00002794116,0.00005720647,0.00005488554,0.00004890904],"domain_scores_gemma":[0.9958295,0.002908531,0.000519464,0.0002192278,0.0001237294,0.0003994954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002996975,0.001703836,0.9366285,0.00004823906,0.0004438178,0.0002415588,0.001950247,0.02902374,0.00574553,0.001278829,0.0003174284,0.01962126],"study_design_scores_gemma":[0.00005938777,0.0006416988,0.8651872,0.00001593736,0.00009851502,0.0002038149,0.001291744,0.1278492,0.0007952129,0.003615293,0.0002050807,0.00003708907],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995894,0.00001968242,0.0002298236,0.00003402839,0.000001386272,0.000002882837,0.00001607524,0.000001730609,0.0001050291],"genre_scores_gemma":[0.9996256,0.00001684524,0.0002339313,0.000009470542,9.122122e-7,0.000003429774,0.00003456722,0.000001323376,0.00007386059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008851512,"threshold_uncertainty_score":0.01759994,"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."}}