{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"ebdc0d9afdc0","filters":{"venue":"ASME 2008 Dynamic Systems and Control Conference, Parts A and B"}},"results":[{"id":"W1989045854","doi":"10.1115/dscc2008-2191","title":"State Feedback Stabilization of Networked Control Systems With Random Time Delays and Packet Dropout","year":2008,"lang":"en","type":"article","venue":"ASME 2008 Dynamic Systems and Control Conference, Parts A and B","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Dropout (neural networks); Network packet; Linear matrix inequality; Full state feedback; Networked control system; Computer science; Controller (irrigation); State (computer science); Linear system; Markov chain; Actuator; Stability (learning theory); Mathematical optimization; Control (management); Mathematics; Algorithm","retraction":null,"screen_n_in":null,"score":{"opus":0.005970651300482009,"gpt":0.1713196824104696,"spread":0.1653490311099876,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005122524,0.0004549787,0.001329499,0.0001217365,0.0002100937,0.0001606322,0.0001101353,0.0001844053,0.0000110159],"category_scores_gemma":[0.00003382445,0.0003496163,0.00006455697,0.0001455944,0.000379896,0.0002498227,0.00001636035,0.0001642281,0.000004246948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004064641,"about_ca_system_score_gemma":0.00008615795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004759749,"about_ca_topic_score_gemma":0.0001664159,"domain_scores_codex":[0.9976045,0.0002704542,0.0008401833,0.0004532977,0.0003321382,0.0004993594],"domain_scores_gemma":[0.9983914,0.000372139,0.000258435,0.000319,0.0004088824,0.0002501655],"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":[0.01497687,0.0007023388,0.3419419,0.009953377,0.009256711,0.0004227597,0.01363013,0.5611627,0.01464463,0.009351136,0.003074811,0.02088264],"study_design_scores_gemma":[0.01247538,0.0003653137,0.004371821,0.0003953757,0.0001695597,0.0001903325,0.0005282903,0.9794676,0.00000301312,0.00004486318,0.001524904,0.0004635779],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9106718,0.01891799,0.06591889,0.00005805596,0.0004974907,0.002443617,0.0003187261,0.0002092849,0.0009641952],"genre_scores_gemma":[0.998264,0.0009304115,0.00001540753,0.00001930081,0.00009722055,0.0001844221,0.00002531601,0.00004463971,0.0004192631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4183049,"threshold_uncertainty_score":0.9998956,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1998283715","doi":"10.1115/dscc2008-2255","title":"Design and Control of a Shape Memory Alloy Actuated Robotic Catheter","year":2008,"lang":"en","type":"article","venue":"ASME 2008 Dynamic Systems and Control Conference, Parts A and B","topic":"Iterative Learning Control Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"National Institutes of Health","keywords":"SMA*; Shape-memory alloy; PID controller; Actuator; Computer science; Control theory (sociology); Controller (irrigation); Open-loop controller; Tracking (education); Catheter; Control system; Control engineering; Artificial intelligence; Engineering; Control (management); Closed loop; Temperature control","retraction":null,"screen_n_in":null,"score":{"opus":0.01282151444152477,"gpt":0.1956246838840211,"spread":0.1828031694424963,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003689445,0.0003947162,0.0009883801,0.0001551911,0.0001689606,0.0001089799,0.0001048911,0.0001911783,0.0000168696],"category_scores_gemma":[0.00002840651,0.0003279788,0.00005908768,0.00008589862,0.0002234135,0.0001812651,0.00001741394,0.0002023306,0.000006503526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002639119,"about_ca_system_score_gemma":0.00005262148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001283476,"about_ca_topic_score_gemma":0.00001519367,"domain_scores_codex":[0.998095,0.0002941017,0.0005851623,0.0003798016,0.0002163326,0.0004295814],"domain_scores_gemma":[0.9989597,0.0003004722,0.0001666171,0.0002294221,0.0001636557,0.0001801861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002569291,0.0007248963,0.1140363,0.005569422,0.009147697,0.0009872174,0.02984628,0.3916794,0.3963538,0.004194063,0.001248011,0.04364359],"study_design_scores_gemma":[0.004272826,0.0003387617,0.009662412,0.0002321972,0.0001218181,0.000340412,0.0001103092,0.9841666,0.00001916159,0.000008290294,0.0003597087,0.0003675667],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.87705,0.008421062,0.1118728,0.00008767441,0.0003771445,0.001554835,0.00002637303,0.0001935075,0.0004166406],"genre_scores_gemma":[0.9987497,0.0003430994,0.00006444226,0.0000449475,0.00005705803,0.0001365269,0.000006274158,0.00004458326,0.0005533338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5924871,"threshold_uncertainty_score":0.9999172,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1984201796","doi":"10.1115/dscc2008-2211","title":"Parameter Estimation for Systems With Randomly Missing Output Under Network Environment","year":2008,"lang":"en","type":"article","venue":"ASME 2008 Dynamic Systems and Control Conference, Parts A and B","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Missing data; Kalman filter; Convergence (economics); Computer science; Estimation theory; Identification (biology); Estimation; Network packet; Extended Kalman filter; Control theory (sociology); System identification; Packet loss; Data modeling; Algorithm; Artificial intelligence; Machine learning; Engineering; Control (management)","retraction":null,"screen_n_in":null,"score":{"opus":0.01126654777087886,"gpt":0.190829140750866,"spread":0.1795625929799871,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002480412,0.0003285406,0.0006629946,0.00007313751,0.0003195817,0.0002243345,0.00006386019,0.0001553912,0.000003463282],"category_scores_gemma":[0.000008321368,0.0002525638,0.00006255409,0.00005609667,0.0001024053,0.000153329,0.000007720278,0.0001148456,0.000006388741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004834904,"about_ca_system_score_gemma":0.00003033126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001431872,"about_ca_topic_score_gemma":0.00002458341,"domain_scores_codex":[0.9984682,0.0000875112,0.0004776796,0.0003380999,0.0002063659,0.0004221275],"domain_scores_gemma":[0.9992465,0.0001960249,0.000127249,0.0002055143,0.00005130798,0.0001733935],"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":[0.0008878168,0.00006791225,0.003365087,0.0009113721,0.001203437,0.00004638048,0.0007188872,0.9702404,0.0006815162,0.004001478,0.001314232,0.01656147],"study_design_scores_gemma":[0.005429887,0.0001773328,0.001585794,0.0002128293,0.0001035965,0.0003286808,0.0001952145,0.981115,0.000001317611,0.00006619764,0.0104348,0.0003493758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1037438,0.01016873,0.8818262,0.0001458006,0.0009282363,0.002262352,0.00004459144,0.0002551203,0.0006251397],"genre_scores_gemma":[0.9975182,0.0002628231,0.0001630955,0.00004001259,0.0001501036,0.0005508057,0.00001576783,0.00004024439,0.00125899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8937744,"threshold_uncertainty_score":0.9999927,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}