{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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","author_layer_release":"2026-06-26"},"query_hash":"115c1abaea3e","filters":{"venue":"International Conference on Advanced Mechatronic Systems"}},"results":[{"id":"W1602333517","doi":"","title":"Artifact detection and data reconciliation in multivariate ventilatory variables measured during anesthesia: A case study","year":2011,"lang":"en","type":"article","venue":"International Conference on Advanced Mechatronic Systems","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","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":"","keywords":"Artifact (error); SIGNAL (programming language); Reliability (semiconductor); Computer science; Ventilation (architecture); Multivariate statistics; Process (computing); Control theory (sociology); Statistics; Anesthesia; Artificial intelligence; Mathematics; Control (management); Engineering; Medicine; Machine learning","authors":[{"name":"Ping Yang","is_ca":false},{"name":"Guy A. Dumont","is_ca":true},{"name":"Yuan‐Ting Zhang","is_ca":false},{"name":"J. Mark Ansermino","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1930046952949251,"gpt":0.3710153324115907,"spread":0.1780106371166656,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006079776,0.0001489615,0.000242649,0.0002732277,0.00007575608,0.00001691179,0.0001506833,0.0001300021,0.00001786622],"category_scores_gemma":[0.0001413164,0.000145715,0.00001739752,0.0001050856,0.00002129595,0.0002847374,0.00005181114,0.0003130388,0.000007931262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003114097,"about_ca_system_score_gemma":0.0001056467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001527966,"about_ca_topic_score_gemma":0.0006978564,"domain_scores_codex":[0.9985685,0.0001037418,0.0004132113,0.0004709077,0.0002455757,0.000198017],"domain_scores_gemma":[0.9990971,0.00003503143,0.0001883162,0.0004461209,0.0001624098,0.00007098651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00744031,0.003349499,0.7059814,0.0009105281,0.0009821515,0.01976816,0.01445934,0.0004216924,0.07200819,0.01156177,0.000002627864,0.1631143],"study_design_scores_gemma":[0.03687394,0.008326966,0.5488566,0.007455412,0.0004752305,0.03703373,0.1223477,0.1994877,0.03412402,0.002232825,0.000525019,0.00226085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997395,0.0001186567,0.0005519238,0.00005292199,0.0006864379,0.000872255,0.000005370981,0.0001067193,0.000210735],"genre_scores_gemma":[0.9994615,0.00003491943,0.0002310585,0.000008097621,0.00006471374,0.0001257567,0.00001094668,0.00001499866,0.000048011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.199066,"threshold_uncertainty_score":0.5942087,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1540794476","doi":"","title":"Compensation of hysteresis nonlinearity for a piezoelectric actuator using a stop operator-based Prandtl-Ishlinskii model","year":2011,"lang":"en","type":"article","venue":"International Conference on Advanced Mechatronic Systems","topic":"Piezoelectric Actuators and Control","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":"Concordia University","funders":"","keywords":"Control theory (sociology); Feed forward; Hysteresis; Actuator; Compensation (psychology); Nonlinear system; Prandtl number; Piezoelectricity; Tracking (education); Computer science; Engineering; Control engineering; Physics; Acoustics; Control (management); Mechanics; Convection; Artificial intelligence","authors":[{"name":"Zhi Li","is_ca":false},{"name":"Omar Aljanaideh","is_ca":true},{"name":"Chun‐Yi Su","is_ca":true},{"name":"Subhash Rakheja","is_ca":true},{"name":"Mohammad Al Janaideh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07621453382141057,"gpt":0.2791758474479138,"spread":0.2029613136265032,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002203552,0.0002652716,0.0004146927,0.0002563966,0.00005903533,0.00004184585,0.0003687207,0.0001286177,0.000033248],"category_scores_gemma":[0.00007087471,0.0002592315,0.0001345049,0.0001530932,0.00002217569,0.0002333818,0.0000144077,0.0001675634,0.000004724888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003870966,"about_ca_system_score_gemma":0.0002995311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004747717,"about_ca_topic_score_gemma":0.00001380838,"domain_scores_codex":[0.998436,0.00003456037,0.0005399397,0.0003018332,0.0003553732,0.0003322984],"domain_scores_gemma":[0.9988855,0.00008677837,0.0002112398,0.0002650373,0.0004628907,0.00008857733],"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":[0.001543726,0.0005098152,0.0001159898,0.0004428493,0.0006459064,0.000005368404,0.0006821307,0.5936776,0.09555656,0.2134019,0.0000563344,0.09336188],"study_design_scores_gemma":[0.001894707,0.0002228177,0.000006753531,0.0001485838,0.00003883634,0.000003278917,0.00009600515,0.9900592,0.006329056,0.0008650181,0.00008476867,0.0002509676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.158775,0.0001682132,0.8382252,0.00001741434,0.0005975366,0.0007956625,0.0001402408,0.0001249362,0.001155866],"genre_scores_gemma":[0.9913036,0.00002706877,0.008202309,0.00003164864,0.00009103576,0.0002117401,0.00003500699,0.00004526223,0.00005233664],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8325287,"threshold_uncertainty_score":0.999986,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2158389993","doi":"","title":"System identification and closed-loop control of end-tidal CO 2 partial pressure in mechanically ventilated patients","year":2011,"lang":"en","type":"article","venue":"International Conference on Advanced Mechatronic Systems","topic":"Respiratory Support and Mechanisms","field":"Medicine","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 British Columbia; University of Alberta","funders":"","keywords":"Control theory (sociology); Transfer function; Mathematics; Overshoot (microwave communication); Mean squared error; Bode plot; System identification; Statistics; Computer science; Engineering; Data modeling","authors":[{"name":"Jin‐Oh Hahn","is_ca":true},{"name":"Guy A. Dumont","is_ca":true},{"name":"J. Mark Ansermino","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03031746907023427,"gpt":0.2843779085562179,"spread":0.2540604394859837,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004242509,0.0002127022,0.0004776909,0.000242359,0.00003124458,0.00002442455,0.0002077933,0.0001599607,0.0001754363],"category_scores_gemma":[0.00007048282,0.0001952357,0.0000842528,0.0000898818,0.00004210517,0.0001911133,0.00002790918,0.0001955774,0.00002549644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001328428,"about_ca_system_score_gemma":0.0001538891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005629444,"about_ca_topic_score_gemma":0.000009474017,"domain_scores_codex":[0.9977605,0.0001007241,0.0008525958,0.0004360793,0.0005921024,0.0002580336],"domain_scores_gemma":[0.998552,0.00003079282,0.0005078831,0.0003079955,0.0004680377,0.0001332435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004954149,0.001073952,0.02249594,0.0007562499,0.0006227925,0.00008217266,0.0006031126,0.0001103499,0.3001674,0.6559992,0.0000269358,0.01310779],"study_design_scores_gemma":[0.0577449,0.009800016,0.06907014,0.008543451,0.001162575,0.0002282821,0.008311579,0.1499017,0.6816071,0.003242187,0.008200344,0.002187791],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747142,0.0003027214,0.01358126,0.00006147924,0.002404561,0.002193699,0.0002026472,0.0001185621,0.006420841],"genre_scores_gemma":[0.9990675,0.00002803623,0.00009168973,0.00002853208,0.00005866496,0.0001590688,0.00008500058,0.00002387978,0.0004575937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.652757,"threshold_uncertainty_score":0.7961482,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1694957785","doi":"","title":"Robust Adaptive Control of a Class of Nonlinear System with an Asymmetric Shifted Prandtl-Ishlinskii Hysteresis Model","year":2012,"lang":"en","type":"article","venue":"International Conference on Advanced Mechatronic Systems","topic":"Piezoelectric Actuators and Control","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":"Concordia University","funders":"","keywords":"Control theory (sociology); Actuator; Nonlinear system; Hysteresis; Robustness (evolution); Robust control; Adaptive control; Instability; SMA*; Control system; Computer science; Engineering; Control (management); Physics; Artificial intelligence; Mechanics","authors":[{"name":"Sining Liu","is_ca":true},{"name":"Zhi Li","is_ca":true},{"name":"Chun‐Yi Su","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02452315269480082,"gpt":0.2304162306813595,"spread":0.2058930779865586,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003086899,0.0003051177,0.0006343941,0.0003666141,0.00003061377,0.00002622818,0.0004139355,0.0001364778,0.00000944726],"category_scores_gemma":[0.00003531789,0.000254751,0.0001003235,0.0002745688,0.00003567148,0.0004642733,0.00001614425,0.0002220744,0.000006657791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003781173,"about_ca_system_score_gemma":0.0001382859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005043807,"about_ca_topic_score_gemma":0.00001682657,"domain_scores_codex":[0.9979682,0.00007495369,0.0006410932,0.00026087,0.0006331845,0.0004216887],"domain_scores_gemma":[0.9985075,0.000121351,0.0003705693,0.0003452236,0.0004927647,0.0001625822],"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":[0.001189339,0.0002362873,0.0001990888,0.000237838,0.0006610242,0.000003318163,0.0002016439,0.6492749,0.002699008,0.3294962,0.000006746173,0.01579456],"study_design_scores_gemma":[0.002728833,0.000533292,0.00003170409,0.0004036727,0.00006599893,0.00001414168,0.0007596784,0.9941583,0.0009563816,0.00005163917,0.00004534591,0.0002510581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06725718,0.0008949657,0.9227881,0.00001612362,0.0006314961,0.000722191,0.0002620836,0.0001694853,0.007258331],"genre_scores_gemma":[0.9974738,0.00003565425,0.002045671,0.000009142751,0.0001482653,0.0001513321,0.00002257868,0.00005050606,0.00006300051],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9302167,"threshold_uncertainty_score":0.9999905,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}