{"id":"W4281393507","doi":"10.1109/mcs.2022.3157165","title":"Colin N. Jones [People in Control]","year":2022,"lang":"en","type":"article","venue":"IEEE Control Systems","topic":"History of Computing Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Control (management); Computer science; Control theory (sociology); Artificial intelligence","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":[0.001289366,0.0001875164,0.0005208318,0.000361114,0.0003101524,0.000120775,0.002092473,0.0000729175,0.000007150891],"category_scores_gemma":[0.00009827151,0.000200763,0.00009069675,0.0006383125,0.00004757045,0.0001874846,0.0001932267,0.0003557199,0.00007150121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004027684,"about_ca_system_score_gemma":0.0001316832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004202052,"about_ca_topic_score_gemma":0.00009120164,"domain_scores_codex":[0.997516,0.0004886501,0.0005021538,0.0005095688,0.0005082475,0.000475329],"domain_scores_gemma":[0.9983472,0.0003605195,0.0002309871,0.0009352012,0.00006368836,0.00006240991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001866224,0.000626234,0.02253417,0.0001331138,0.0001760837,0.0006107357,0.003497435,0.6988197,0.0108504,0.190618,0.0645126,0.007434858],"study_design_scores_gemma":[0.004835173,0.0003185177,0.003164322,0.00003256853,0.000009446293,0.0001303318,0.000207551,0.9032681,0.00004378827,0.001446554,0.08606329,0.0004803904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1345234,0.00479086,0.8387899,0.004307865,0.01074381,0.00188004,0.00002968711,0.002711638,0.002222752],"genre_scores_gemma":[0.9985011,0.000001841525,0.0003786932,0.0003090554,0.0001058305,0.0003912735,5.318155e-7,0.00001557339,0.000296149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8639776,"threshold_uncertainty_score":0.8186879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009198892130150654,"score_gpt":0.2034233077581886,"score_spread":0.194224415628038,"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."}}