{"meta":{"query_hash":"63af7257959d","filters":{"venue":"Systems Analysis Modelling Simulation"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/63af7257959d","api":"https://metacan.xera.ac/api/v1/cohort?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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.21819477617011482,"score_gpt":0.30499728825710354,"score_spread":0.08680251208698872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090940386","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0037629115,0.00030603065,0.991941,0.00017971614,0.000015512553,0.000041690102,0.000021097736,0.0001241508,0.0036079467],"genre_scores_gemma":[0.42749208,0.0013281178,0.5638062,0.00015178783,0.00008802223,0.0008762436,0.000119572396,0.00018149012,0.0059565636],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996195,0.00016962618,0.00002074233,0.000041529573,0.00012392859,0.000024713188],"domain_scores_gemma":[0.9993729,0.00044215203,0.000065838474,0.000025314117,0.000083004015,0.000010736698],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010986186,0.0011084029,0.0009726102,0.00068456173,0.00048089048,0.0012363866,0.00077913667,0.00078574865,0.0022298184],"category_scores_gemma":[0.0019273142,0.00053846656,0.00074213435,0.0006950467,0.0007712998,0.00083261647,0.00069636607,0.0010131139,0.00032726963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005417926,0.000007942378,0.000058851343,0.000031876494,0.000013947074,0.00001199444,0.000014601973,0.9842278,0.00020846075,0.0062756324,0.0001224738,0.009021047],"study_design_scores_gemma":[0.0000039358447,0.0000075552325,0.000026714579,0.0000057101724,0.0000030480867,0.0000036184258,0.0000057024395,0.99500763,0.00014498219,0.0043631215,0.00042501042,0.0000029949895],"about_ca_topic_score_codex":0.006724655,"about_ca_topic_score_gemma":0.0060608936,"teacher_disagreement_score":0.006724655,"about_ca_system_score_codex":0.001068859,"about_ca_system_score_gemma":0.0015803394,"threshold_uncertainty_score":0.01337105},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.16620654506641494,"score_gpt":0.28820712805557075,"score_spread":0.12200058298915581,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2577209731","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017870526,0.00011773907,0.9955159,0.000099348035,0.000019485926,0.000021328648,0.000009742103,0.000070656955,0.002358825],"genre_scores_gemma":[0.20070776,0.00065948674,0.79410326,0.000093611765,0.000057256588,0.00039104745,0.00011412347,0.000100849524,0.0037725146],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995958,0.00011855964,0.000018275914,0.000043540767,0.00020015863,0.000023649214],"domain_scores_gemma":[0.9996019,0.00022102747,0.00003663076,0.000058211575,0.00006851861,0.0000137667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005538949,0.0006202343,0.0005773448,0.0006145115,0.0005221514,0.0009024845,0.0013103843,0.00079867244,0.0022441894],"category_scores_gemma":[0.0014555902,0.0003147061,0.00064179,0.0007117172,0.0011623579,0.0009404469,0.00084590167,0.0011468377,0.0004951806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002005139,0.000021305586,0.00010346796,0.00009916597,0.0000212586,0.000057464116,0.00008838065,0.7967808,0.0027945237,0.1612761,0.0006627616,0.038074814],"study_design_scores_gemma":[0.000004569015,0.00000932095,0.000024234576,0.0000065020845,0.0000029625462,0.000012484447,0.0000069637204,0.9750762,0.00062647404,0.022321498,0.0019048696,0.000003991784],"about_ca_topic_score_codex":0.0020295987,"about_ca_topic_score_gemma":0.0014425314,"teacher_disagreement_score":0.0022441894,"about_ca_system_score_codex":0.0008452149,"about_ca_system_score_gemma":0.00090051227,"threshold_uncertainty_score":0.0075076222},"labels":[],"label_agreement":null}]}