{"id":"W4206171822","doi":"10.1007/978-981-16-6054-2_15","title":"Dynamic Graph Neural Networks","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Collège Boréal","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006361265,0.0002570609,0.0002152566,0.00009097536,0.0002470432,0.0001213146,0.001347075,0.0001142475,0.001292296],"category_scores_gemma":[5.744392e-7,0.0002368288,0.0002023637,0.000101783,0.0000426349,0.0001480939,0.0007311594,0.0005795169,0.00005361689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003697087,"about_ca_system_score_gemma":0.00001768223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008444529,"about_ca_topic_score_gemma":0.00002121943,"domain_scores_codex":[0.9986745,0.00001018029,0.0002381311,0.0005707953,0.000244695,0.0002616945],"domain_scores_gemma":[0.9987643,0.00006202263,0.0001275111,0.000920011,0.00002661104,0.00009954273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[5.440609e-7,0.000005040014,4.568655e-7,0.00000160788,0.00001155328,0.00001440452,0.000003188342,0.00783235,5.988473e-7,0.9436434,0.01184735,0.03663953],"study_design_scores_gemma":[0.00004454436,0.00002867788,0.000006546077,0.00000398683,0.000008142796,0.00002374503,3.223543e-7,0.5285921,1.237461e-7,0.05455406,0.4164799,0.0002578624],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001852949,0.0006586536,0.3220817,0.001806678,0.0006908109,0.0002689019,0.000006223089,0.0004278961,0.6740572],"genre_scores_gemma":[0.008537158,0.0006395989,0.005284802,0.002704501,0.0001820613,0.00007638799,0.00008198003,0.00006108942,0.9824324],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8890893,"threshold_uncertainty_score":0.9996207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228363295004534,"score_gpt":0.2209167375992955,"score_spread":0.2086331046492502,"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."}}