{"id":"W4246277693","doi":"10.1109/mcs.2020.3033142","title":"James Richard Forbes [People in Control]","year":2021,"lang":"en","type":"article","venue":"IEEE Control Systems","topic":"Twentieth Century Scientific Developments","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mountain Equipment Co-op (Canada)","funders":"","keywords":"Control (management); History; Aeronautics; Operations research; Computer science; Engineering; 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":[0.0005839637,0.0002136962,0.0005250673,0.0001500854,0.0002062122,0.0006162867,0.0002412072,0.00006979527,0.0006786445],"category_scores_gemma":[0.00008289851,0.0001923075,0.0001198818,0.0001149553,0.00007774506,0.0003170615,0.00002003929,0.000147005,0.0007137068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009930963,"about_ca_system_score_gemma":0.0001202691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006074563,"about_ca_topic_score_gemma":0.003058194,"domain_scores_codex":[0.9978095,0.0002164121,0.0005817512,0.0004426804,0.0004287716,0.0005209013],"domain_scores_gemma":[0.9989326,0.0001626789,0.0001627136,0.0003519538,0.0002789339,0.0001110943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003009519,0.0009929946,0.07776586,0.000678461,0.001073159,0.0006207449,0.07117711,0.002070492,0.005854507,0.05739861,0.7777653,0.004301851],"study_design_scores_gemma":[0.00518943,0.00003063981,0.00534502,0.0001661614,0.00004191401,0.00001584237,0.006106782,0.002442881,0.00005922783,0.0002510298,0.9799297,0.0004213347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5326242,0.01625967,0.002804819,0.002588272,0.3046167,0.00349666,0.001019068,0.0006505531,0.13594],"genre_scores_gemma":[0.9238628,0.00001282139,0.000007592067,0.0003737673,0.0005878185,0.0001210107,0.00001960094,0.00002326253,0.07499129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3912386,"threshold_uncertainty_score":0.9173495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01635872072655857,"score_gpt":0.2062120880231522,"score_spread":0.1898533672965937,"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."}}