{"id":"W4409837881","doi":"10.36227/techrxiv.174568376.62667034/v1","title":"The Embui Protocol: Designing a Merit-Based UBI to Complement AGI for Human Advancement","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Complement (music); Protocol (science); Computer science; Chemistry; Medicine; Biochemistry","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":[0.0602902,0.00101626,0.001026675,0.003307675,0.004735,0.01011943,0.004211061,0.01054704,0.05046468],"category_scores_gemma":[0.09520255,0.001241447,0.0009808779,0.003504824,0.003853143,0.01521002,0.01215592,0.007740858,0.02787709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007213619,"about_ca_system_score_gemma":0.01316898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0139194,"about_ca_topic_score_gemma":0.01148456,"domain_scores_codex":[0.9664525,0.01636615,0.003562949,0.002135149,0.008794691,0.002688447],"domain_scores_gemma":[0.9588509,0.01664552,0.002052208,0.00989589,0.01071192,0.001843593],"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":[0.0002438635,0.0001351408,0.0009985266,0.0002952882,0.0000171712,0.0001548614,0.0009409763,0.001380917,0.001342618,0.787957,0.1628636,0.04367006],"study_design_scores_gemma":[0.000180882,0.0001921895,0.001082801,0.000652254,0.00004200643,0.0001316468,0.0008195858,0.007280609,0.004065672,0.1438126,0.8415549,0.0001848385],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.009912197,0.000650852,0.3876742,0.03268254,0.003471623,0.01220772,0.01452908,0.00738335,0.5314885],"genre_scores_gemma":[0.1578979,0.001957706,0.4049654,0.02094487,0.001637046,0.05473017,0.02032382,0.00366359,0.3338795],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0602902,"threshold_uncertainty_score":0.3188488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08549106732926938,"score_gpt":0.4109500062143726,"score_spread":0.3254589388851032,"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."}}