{"id":"W3136163106","doi":"10.29173/irie11","title":"Cybernetic Pluralism in an Emerging Global Information and Computing","year":2007,"lang":"en","type":"article","venue":"The International Review of Information Ethics","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cybernetics; Pluralism (philosophy); TRACE (psycholinguistics); Engineering ethics; Epistemology; Data science; Computer science; Sociology; Environmental ethics; Cognitive science; Management science; Psychology; Philosophy; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01688214,0.0004440281,0.0007052285,0.002602271,0.00738005,0.01621841,0.001499377,0.007670515,0.002625745],"category_scores_gemma":[0.01680653,0.0003469836,0.0006995895,0.002605337,0.06787328,0.01698886,0.009583361,0.01268475,0.0003583285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004560593,"about_ca_system_score_gemma":0.006022409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001536891,"about_ca_topic_score_gemma":0.001575156,"domain_scores_codex":[0.9854575,0.0108071,0.0003916629,0.0008612477,0.001791268,0.0006913011],"domain_scores_gemma":[0.9696772,0.02407578,0.001569912,0.002268641,0.001446666,0.000961858],"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":[0.00000170795,0.000003979899,0.00007625019,0.00001320753,0.000001064301,0.00002931241,0.002423856,0.00008572729,0.00002162685,0.9952331,0.0008436599,0.001266347],"study_design_scores_gemma":[0.000002914703,0.00001074879,0.0001869323,0.0001683897,0.000002681333,0.0001052083,0.004382656,0.0005193346,0.0001184688,0.943549,0.05094732,0.0000064036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05025022,0.01652591,0.0989169,0.4303281,0.003622198,0.0001014625,0.00005405749,0.00007775746,0.4001234],"genre_scores_gemma":[0.9251232,0.008764123,0.01620194,0.03119078,0.002496999,0.0002224514,0.00003406471,0.0001103948,0.01585597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01688214,"threshold_uncertainty_score":0.08928233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0549526083262091,"score_gpt":0.4437237846867064,"score_spread":0.3887711763604973,"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."}}