{"id":"W4393868000","doi":"10.1007/s13347-024-00740-0","title":"The Age of the Intelligent Machine: Singularity, Efficiency, and Existential Peril","year":2024,"lang":"en","type":"article","venue":"Philosophy & Technology","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Social Innovation","funders":"","keywords":"Existentialism; Singularity; Computer science; Psychology; Psychoanalysis; Artificial intelligence; Philosophy; Epistemology; Mathematics; Geometry","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000808494,0.00008859715,0.0001251479,0.0000763384,0.00109076,0.0001702684,0.000583145,0.0002418906,0.00001488147],"category_scores_gemma":[0.0006902942,0.00005335947,0.00009919135,0.0005113295,0.003363552,0.00006334143,0.0002902485,0.0004944102,0.000005127107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004563054,"about_ca_system_score_gemma":0.0001398819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001028806,"about_ca_topic_score_gemma":0.001357015,"domain_scores_codex":[0.9990005,0.0001037464,0.0001735374,0.0001807838,0.0002927138,0.0002487337],"domain_scores_gemma":[0.9993786,0.0002050518,0.00004825877,0.0002437994,0.00009044827,0.00003388753],"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":[0.000002717111,0.00002047437,0.0003050854,0.00001499421,0.00002145158,0.000005950776,0.003425861,4.398103e-7,0.000258716,0.9896439,0.00007142827,0.006229003],"study_design_scores_gemma":[0.00003597966,0.00004874677,0.00009849877,0.00003965417,0.00002181191,0.000002791248,0.0009041967,0.00003791398,0.0003054292,0.9343821,0.06405236,0.00007047594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1490302,0.0201238,0.0004587133,0.620495,0.002990448,0.0007284249,0.00002357705,0.00050935,0.2056405],"genre_scores_gemma":[0.9983646,0.000876019,0.00004125909,0.0002171319,0.0001897259,0.000005503281,4.911188e-7,0.000009242514,0.0002959957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8493344,"threshold_uncertainty_score":0.9993487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03452395949058947,"score_gpt":0.3383444452745347,"score_spread":0.3038204857839452,"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."}}