{"id":"W1583788484","doi":"10.1002/0471221139.ch9","title":"Implementations and Comparative Studies","year":2002,"lang":"en","type":"other","venue":"","topic":"Adaptive Control of Nonlinear Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Implementation; Construct (python library); Computer science; Class (philosophy); Stability (learning theory); State (computer science); Control engineering; Control theory (sociology); Theoretical computer science; Control (management); Algorithm; Programming language; Engineering; Artificial intelligence; Machine learning","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001534553,0.000131747,0.0002550505,0.00007784385,0.00001192244,0.000008295288,0.00003218055,0.00004201977,0.001173407],"category_scores_gemma":[0.000002405762,0.0001110211,0.00001710617,0.00002969513,0.00002729801,0.00001555461,0.0000129966,0.00004954729,0.0002031266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001990413,"about_ca_system_score_gemma":0.000001383981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001734296,"about_ca_topic_score_gemma":0.000392304,"domain_scores_codex":[0.9996723,0.000009106096,0.00009803914,0.00008453581,0.00005215971,0.00008388509],"domain_scores_gemma":[0.9998307,0.00003407928,0.00002159617,0.00007668705,0.00001345013,0.00002355306],"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":[1.332528e-7,0.000001813584,0.00001106637,0.0000396813,0.0003071863,0.000001273866,0.0001819332,0.00002814187,0.000006135761,0.0004800123,0.9986573,0.0002853221],"study_design_scores_gemma":[0.0001897321,0.000009537366,0.00002110756,0.0000449313,0.00002538825,0.000001525966,0.000760585,0.002568922,0.000004172242,0.000005375786,0.996234,0.0001347454],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006075882,0.01862481,0.001892892,0.00001925139,0.0002119393,0.0002210913,0.00005792783,0.0004091718,0.9785568],"genre_scores_gemma":[0.003533025,0.0008668658,0.002649647,0.00001700658,0.000285714,0.00003162022,0.000009502815,0.0001427684,0.9924638],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01775795,"threshold_uncertainty_score":0.9997396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1430437316479688,"score_gpt":0.3405565925822193,"score_spread":0.1975128609342505,"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."}}