{"id":"W4386188541","doi":"10.1101/2023.08.24.554617","title":"Cognitive effort increases the intensity of rewards","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Stress Responses and Cortisol","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Institut pour la Recherche en Santé Publique; Université de Poitiers; Institut National de la Santé et de la Recherche Médicale","keywords":"Dieting; Overconsumption; Cognition; Psychology; Addiction; Effects of sleep deprivation on cognitive performance; Consumption (sociology); Developmental psychology; Social psychology; Medicine; Psychiatry; Production (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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002260362,0.0003989995,0.0001996257,0.0002037943,0.0001352774,0.0004735989,0.0002181847,0.000308095,0.003973981],"category_scores_gemma":[0.001065211,0.0001132519,0.0002187237,0.0001194199,0.0002426646,0.0002022816,0.0004830387,0.0004354456,0.0002572761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001583526,"about_ca_system_score_gemma":0.0001356717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005023908,"about_ca_topic_score_gemma":0.0006445561,"domain_scores_codex":[0.9998077,0.00003917536,0.00001095047,0.00003627713,0.00005230148,0.00005361202],"domain_scores_gemma":[0.9992217,0.0001544628,0.0002737612,0.00007784246,0.00006525988,0.0002070411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007899898,0.00775308,0.09643557,0.0009926535,0.0007968622,0.0008681514,0.0009692287,0.001445863,0.7443305,0.001658172,0.0016974,0.1351525],"study_design_scores_gemma":[0.00021278,0.00898643,0.927297,0.0001193909,0.0003068524,0.0004166024,0.0004690283,0.003509751,0.05298876,0.001549403,0.004096167,0.00004777596],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959889,0.0003563709,0.0007986582,0.0001279285,0.00003495909,0.00001561503,0.00004827986,0.00002629257,0.002603106],"genre_scores_gemma":[0.9975896,0.0001891922,0.0006944559,0.00008297736,0.00002810783,0.0000189426,0.00005381216,0.000008511674,0.001334456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003973981,"threshold_uncertainty_score":0.01329434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04095463940403616,"score_gpt":0.2658230280584221,"score_spread":0.224868388654386,"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."}}