{"id":"W4313288140","doi":"10.3390/systems10060259","title":"Parallel Learning of Dynamics in Complex Systems","year":2022,"lang":"en","type":"article","venue":"Systems","topic":"Advanced Graph Neural Networks","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Huxiang Youth Talent Support Program; National Natural Science Foundation of China","keywords":"Computer science; Theoretical computer science; Metis; Graph partition; Extrapolation; Graph; Artificial intelligence; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004326319,0.0001116842,0.0002902188,0.0001640084,0.0001319082,0.00004342157,0.0007836691,0.00002980383,0.000002873141],"category_scores_gemma":[0.0000128499,0.0001167129,0.00004919371,0.0007740353,0.00002657778,0.0001581536,0.0003967084,0.0003173543,0.000004232254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002273798,"about_ca_system_score_gemma":0.00002345451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002609331,"about_ca_topic_score_gemma":0.00002357137,"domain_scores_codex":[0.9982479,0.0003866514,0.0004183888,0.0002967107,0.0003736545,0.0002767583],"domain_scores_gemma":[0.9991528,0.0001104881,0.0002539267,0.0004015483,0.00003615438,0.00004503051],"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":[0.000004732279,0.00002112266,0.005136395,0.0000523402,0.000006334819,0.00002575556,0.0001972819,0.8744413,0.00009668431,0.1193705,0.0001701791,0.0004774248],"study_design_scores_gemma":[0.0002382565,0.00008654998,0.000857903,0.0000255101,0.000001056986,0.00005572447,0.0008709652,0.9929537,7.832649e-7,0.0002238432,0.004563889,0.000121854],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04482114,0.002946394,0.9445478,0.0001840536,0.002718228,0.0009541343,0.00001345166,0.0003243722,0.003490383],"genre_scores_gemma":[0.9981168,0.000008635753,0.001214701,0.00001389447,0.0000219829,0.00008881864,0.00001146835,0.00001205609,0.0005116555],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9532956,"threshold_uncertainty_score":0.4759412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0218724175169308,"score_gpt":0.2456843966915479,"score_spread":0.2238119791746171,"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."}}