{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007524517,0.0005884203,0.0005965943,0.0004635467,0.0004869577,0.0006540237,0.0007572724,0.0005435321,0.001985112],"category_scores_gemma":[0.003984591,0.0003309141,0.0004508579,0.0004272002,0.0009412165,0.002663545,0.001156379,0.001293683,0.0002539769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009989548,"about_ca_system_score_gemma":0.0008259833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005919419,"about_ca_topic_score_gemma":0.00464132,"domain_scores_codex":[0.9996514,0.00008335021,0.00001341914,0.0001274309,0.00008945165,0.0000348496],"domain_scores_gemma":[0.9989814,0.0005232011,0.0001142772,0.0001580043,0.0001583289,0.0000646613],"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":[0.00007355039,0.00005254966,0.002483008,0.0000890724,0.0000473069,0.0000844767,0.0001291397,0.8901637,0.002822029,0.05048202,0.001339924,0.05223318],"study_design_scores_gemma":[0.000004495457,0.00000917318,0.0002315655,0.000002406603,0.000002884873,0.000009777556,0.0000100914,0.9755461,0.0003977201,0.02336951,0.0004130712,0.000003197719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1265535,0.0006177375,0.865547,0.0008584536,0.00007978439,0.0000580141,0.0001453638,0.0008059882,0.00533413],"genre_scores_gemma":[0.9393204,0.0005142323,0.05755505,0.0001074519,0.00003869445,0.00007411426,0.0002020361,0.00007760452,0.002110343],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005919419,"threshold_uncertainty_score":0.01176995,"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."}}