{"id":"W4402981554","doi":"10.1109/otcon60325.2024.10687876","title":"Assessing the Societal Impacts of Emerging Distributed Intelligence Technologies","year":2024,"lang":"en","type":"article","venue":"","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Data science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002786805,0.00009952316,0.00008777982,0.0001302317,0.000147843,0.0005141916,0.000296339,0.0001001404,0.0002019372],"category_scores_gemma":[0.00009833973,0.00006871245,0.00005605747,0.001273076,0.0001011102,0.002064667,0.0003027125,0.000285809,0.00003634509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005955331,"about_ca_system_score_gemma":0.0000245812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008228907,"about_ca_topic_score_gemma":0.000004611191,"domain_scores_codex":[0.999234,0.000003204621,0.0001796797,0.0001542115,0.0002630927,0.0001658303],"domain_scores_gemma":[0.9995834,0.00005200497,0.0001027499,0.0001642963,0.00009502677,0.000002575375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005377671,0.00007168435,0.02074005,0.0003794959,0.0001699994,0.00002252956,0.0001819456,0.001159142,0.008749948,0.8903989,0.02004832,0.05807267],"study_design_scores_gemma":[0.0003291807,0.00002237692,0.01119777,0.0008671895,0.0003366891,0.000009580935,0.1263994,0.6068566,0.03624657,0.0737569,0.1428625,0.001115264],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6898242,0.0001410348,0.2561829,0.0170429,0.0004225221,0.0002185891,0.000008485084,0.001154689,0.03500471],"genre_scores_gemma":[0.9992259,0.000005597751,0.0002449482,0.0001937789,0.00008643127,0.00000120673,0.00001221644,0.000008789427,0.0002211331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8166419,"threshold_uncertainty_score":0.4958362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03757359986351075,"score_gpt":0.2870537894938084,"score_spread":0.2494801896302977,"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."}}