{"id":"W4416420513","doi":"10.7554/elife.107223.2","title":"From cognition to compensation: Neurocomputational mechanisms of guilt-driven and shame-driven altruistic behavior","year":2025,"lang":"","type":"article","venue":"eLife","topic":"Emotions and Moral Behavior","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Shame; Functional magnetic resonance imaging; Cognition; Harm; Prefrontal cortex; Brain activity and meditation; Theory of mind; Social cognition; Neural correlates of consciousness","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":[0.0005682286,0.0003126241,0.0002768824,0.0002822956,0.0002990102,0.001202527,0.0005495145,0.0005276009,0.00156244],"category_scores_gemma":[0.002897797,0.0002485827,0.0004648458,0.0001427432,0.001304505,0.001632208,0.0008729762,0.0007185093,0.0001214508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005438954,"about_ca_system_score_gemma":0.0005491305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009988967,"about_ca_topic_score_gemma":0.0006336889,"domain_scores_codex":[0.9997566,0.00008750587,0.000009692832,0.00006155603,0.00005297517,0.00003177321],"domain_scores_gemma":[0.9994366,0.0002486642,0.0001065198,0.00008337537,0.00004996122,0.00007492788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007915978,0.0006131796,0.06112694,0.000535023,0.0006442039,0.0008995875,0.00374375,0.2138941,0.1572166,0.3918617,0.002469445,0.1662038],"study_design_scores_gemma":[0.00006573887,0.0002049044,0.06002785,0.00003966446,0.0000984526,0.0002633319,0.0004326576,0.5382933,0.008569162,0.3905746,0.001348683,0.00008169911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8002002,0.0005005996,0.1828092,0.002621833,0.00007677796,0.00004864413,0.00008765669,0.0003045415,0.01335048],"genre_scores_gemma":[0.9915994,0.00006578185,0.007847728,0.00007857995,0.00001056162,0.00002189885,0.00002541656,0.00001615529,0.0003345805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00156244,"threshold_uncertainty_score":0.00522691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03553513236686143,"score_gpt":0.346557625412,"score_spread":0.3110224930451385,"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."}}