{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"63af7257959d","filters":{"venue":"Systems Analysis Modelling Simulation"}},"results":[{"id":"W2090940386","doi":"10.1080/716067213","title":"Optimization Approaches for Reservoir Systems Operation Using Computational Intellegence Tools","year":2002,"lang":"en","type":"article","venue":"Systems Analysis Modelling Simulation","topic":"Reservoir Engineering and Simulation Methods","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 Waterloo","funders":"","keywords":"Adaptive neuro fuzzy inference system; Mathematical optimization; Computer science; Soft computing; Fuzzy logic; Optimization problem; Neuro-fuzzy; Fuzzy control system; Artificial intelligence; Mathematics","authors":[{"name":"K. Ponnambalam","is_ca":true},{"name":"Fakhri Karray","is_ca":true},{"name":"S. Jamshid Mousavi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2181947761701148,"gpt":0.3049972882571035,"spread":0.08680251208698872,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001098619,0.001108403,0.0009726102,0.0006845617,0.0004808905,0.001236387,0.0007791367,0.0007857486,0.002229818],"category_scores_gemma":[0.001927314,0.0005384666,0.0007421343,0.0006950467,0.0007712998,0.0008326165,0.0006963661,0.001013114,0.0003272696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001068859,"about_ca_system_score_gemma":0.001580339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006724655,"about_ca_topic_score_gemma":0.006060894,"domain_scores_codex":[0.9996195,0.0001696262,0.00002074233,0.00004152957,0.0001239286,0.00002471319],"domain_scores_gemma":[0.9993729,0.000442152,0.00006583847,0.00002531412,0.00008300402,0.0000107367],"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":[0.000005417926,0.000007942378,0.00005885134,0.00003187649,0.00001394707,0.00001199444,0.00001460197,0.9842278,0.0002084608,0.006275632,0.0001224738,0.009021047],"study_design_scores_gemma":[0.000003935845,0.000007555233,0.00002671458,0.000005710172,0.000003048087,0.000003618426,0.000005702439,0.9950076,0.0001449822,0.004363121,0.0004250104,0.000002994989],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003762912,0.0003060306,0.991941,0.0001797161,0.00001551255,0.0000416901,0.00002109774,0.0001241508,0.003607947],"genre_scores_gemma":[0.4274921,0.001328118,0.5638062,0.0001517878,0.00008802223,0.0008762436,0.0001195724,0.0001814901,0.005956564],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006724655,"threshold_uncertainty_score":0.01337105,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2577209731","doi":"10.1080/713745635","title":"Computational Intelligence Based Approach for the Joint Trajectory Generation of Cooperative Robotic Systems","year":2002,"lang":"en","type":"article","venue":"Systems Analysis Modelling Simulation","topic":"Robotic Path Planning Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Inverse kinematics; Trajectory; Kinematics; Joint (building); Degrees of freedom (physics and chemistry); Robot; Robotics; Artificial intelligence; Control engineering; Inverse dynamics; Engineering","authors":[{"name":"Wail Gueaieb","is_ca":true},{"name":"Fakhri Karray","is_ca":true},{"name":"Salah Al-Sharhan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1662065450664149,"gpt":0.2882071280555707,"spread":0.1220005829891558,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005538949,0.0006202343,0.0005773448,0.0006145115,0.0005221514,0.0009024845,0.001310384,0.0007986724,0.002244189],"category_scores_gemma":[0.00145559,0.0003147061,0.00064179,0.0007117172,0.001162358,0.0009404469,0.0008459017,0.001146838,0.0004951806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008452149,"about_ca_system_score_gemma":0.0009005123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002029599,"about_ca_topic_score_gemma":0.001442531,"domain_scores_codex":[0.9995958,0.0001185596,0.00001827591,0.00004354077,0.0002001586,0.00002364921],"domain_scores_gemma":[0.9996019,0.0002210275,0.00003663076,0.00005821158,0.00006851861,0.0000137667],"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":[0.00002005139,0.00002130559,0.000103468,0.00009916597,0.0000212586,0.00005746412,0.00008838065,0.7967808,0.002794524,0.1612761,0.0006627616,0.03807481],"study_design_scores_gemma":[0.000004569015,0.00000932095,0.00002423458,0.000006502084,0.000002962546,0.00001248445,0.00000696372,0.9750762,0.000626474,0.0223215,0.00190487,0.000003991784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001787053,0.0001177391,0.9955159,0.00009934804,0.00001948593,0.00002132865,0.000009742103,0.00007065696,0.002358825],"genre_scores_gemma":[0.2007078,0.0006594867,0.7941033,0.00009361176,0.00005725659,0.0003910474,0.0001141235,0.0001008495,0.003772515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002244189,"threshold_uncertainty_score":0.007507622,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}