{"id":"W6939731352","doi":"10.6084/m9.figshare.29596466.v1","title":"OntoMotoOS 2.1: A Dreaming Meta-Operating System — Integrating Safe Creative Engines for Emergent AI and Civilization Evolution","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Counterfactual thinking; Resource (disambiguation); Generative grammar; Corporate governance; Foundation (evidence); Diversity (politics); Filter (signal processing); Argument (complex analysis); Civilization","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004937034,0.0009899414,0.0005688486,0.001085765,0.0009591006,0.004410679,0.002745231,0.001495792,0.007525525],"category_scores_gemma":[0.01562442,0.001130447,0.001313338,0.0004384832,0.002430981,0.006821881,0.007810119,0.003166738,0.003003015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007634807,"about_ca_system_score_gemma":0.003010674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00103121,"about_ca_topic_score_gemma":0.001017317,"domain_scores_codex":[0.9978808,0.000535033,0.0002503488,0.0004101405,0.0006625316,0.0002611005],"domain_scores_gemma":[0.9949058,0.001468453,0.0003008564,0.002512576,0.0004190615,0.0003932107],"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":[0.002279716,0.0005108758,0.01529579,0.00190271,0.0004317374,0.0009342167,0.005029755,0.02773924,0.04224305,0.5685148,0.07954448,0.2555737],"study_design_scores_gemma":[0.0003532793,0.000580765,0.003242974,0.0006236429,0.0001823109,0.001026767,0.0005482389,0.180672,0.04438796,0.3007335,0.46731,0.000338511],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0285727,0.0004830864,0.8183886,0.001316869,0.000532187,0.001046307,0.001818364,0.1222202,0.02562174],"genre_scores_gemma":[0.3426153,0.0007123803,0.5882819,0.001405851,0.0002588744,0.002114618,0.008208605,0.03631817,0.02008428],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007525525,"threshold_uncertainty_score":0.02610987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1510700960678953,"score_gpt":0.3906023706062884,"score_spread":0.2395322745383931,"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."}}