{"id":"W4408853186","doi":"10.1038/s41586-025-08731-7","title":"A prospective code for value in the serotonin system","year":2025,"lang":"en","type":"article","venue":"Nature","topic":"Neurotransmitter Receptor Influence on Behavior","field":"Neuroscience","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"General Dynamics (Canada); University of Ottawa","funders":"","keywords":"Code (set theory); Serotonin; Value (mathematics); Computer science; Medicine; Programming language; Internal medicine","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":[0.0002155509,0.0001089212,0.0002186094,0.0001533438,0.0002390143,0.0008601061,0.0003489279,0.0004434771,0.00141296],"category_scores_gemma":[0.0009420329,0.0001493067,0.0002059497,0.00009426627,0.00089596,0.001166582,0.0003679693,0.000347853,0.0002399345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000512335,"about_ca_system_score_gemma":0.0003340228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006680542,"about_ca_topic_score_gemma":0.0007648443,"domain_scores_codex":[0.9999076,0.00002226555,0.000005879107,0.00002007303,0.00002528639,0.00001898243],"domain_scores_gemma":[0.9996172,0.0001725196,0.00004869203,0.00005600321,0.0000563601,0.00004918521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002957413,0.00008718994,0.008881504,0.0001594202,0.00007078049,0.000705158,0.0003580098,0.08811939,0.2146568,0.6403542,0.001326024,0.04498582],"study_design_scores_gemma":[0.00003604691,0.0001258243,0.01301668,0.00002747684,0.00002502288,0.000462778,0.00008235528,0.6290393,0.02073005,0.3343883,0.002012658,0.00005353454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6775758,0.0006606947,0.2994346,0.001054255,0.00008233361,0.00002589359,0.0001738485,0.0004246418,0.02056803],"genre_scores_gemma":[0.9926226,0.000101139,0.006418899,0.0000308936,0.00001062802,0.000009324251,0.00002497189,0.00001054589,0.000770965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00141296,"threshold_uncertainty_score":0.004726827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800188223814823,"score_gpt":0.3156868343215496,"score_spread":0.2976849520834014,"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."}}