{"id":"W4390779660","doi":"10.1007/978-981-99-7363-7_4","title":"The Theoretical Evolution of Utilitarianism","year":2023,"lang":"en","type":"book-chapter","venue":"Interests politics series","topic":"Philosophical Ethics and Theory","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Utilitarianism; Philosophy; Epistemology","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":[0.00798037,0.0004376996,0.0004960173,0.001544592,0.003097906,0.009167098,0.001420816,0.003623078,0.007911823],"category_scores_gemma":[0.01075911,0.0006021948,0.0004872697,0.001720849,0.03949397,0.009323634,0.002745659,0.007778923,0.0009853392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008309843,"about_ca_system_score_gemma":0.002722779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00312854,"about_ca_topic_score_gemma":0.002765562,"domain_scores_codex":[0.9943012,0.003977036,0.0001068779,0.000595412,0.0006904957,0.0003290078],"domain_scores_gemma":[0.9899201,0.007731424,0.0003014489,0.001031213,0.0007704867,0.0002453239],"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":[0.000001293643,0.000001591377,0.00001443458,0.000002386231,4.780064e-7,0.000002464393,0.0002060305,0.00004814987,0.000007651211,0.9987778,0.0002873284,0.0006503832],"study_design_scores_gemma":[0.000004130258,0.000001942052,0.00005360646,0.0000211963,8.811977e-7,0.00001213388,0.0001560207,0.0002815187,0.00003764574,0.9876189,0.01180966,0.000002491435],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01807135,0.006266178,0.04959764,0.02971498,0.0003736615,0.0000374202,0.00007009211,0.00004160812,0.8958271],"genre_scores_gemma":[0.9266336,0.002313439,0.01439042,0.002693579,0.0005882544,0.0001318483,0.00004269452,0.0001652339,0.05304101],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009167098,"threshold_uncertainty_score":0.06029242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04350861330827796,"score_gpt":0.2518349833128953,"score_spread":0.2083263700046173,"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."}}