{"id":"W3156639479","doi":"10.5539/cis.v14n2p63","title":"Research on Entity Label Value Assignment Method in Knowledge Graph","year":2021,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Advanced Graph Neural Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Education of Guangdong Province","keywords":"Computer science; Graph; WordNet; Knowledge graph; Information retrieval; Entropy (arrow of time); Data mining; Artificial intelligence; Natural language processing; Theoretical computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002495233,0.00009849415,0.0001194335,0.0007078513,0.0003634957,0.0006100498,0.0008176566,0.0000391559,0.000002742084],"category_scores_gemma":[0.00005925688,0.00008832812,0.00002224855,0.004365718,0.0002190167,0.00691733,0.0009353795,0.000302608,0.00004384757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008315612,"about_ca_system_score_gemma":0.0001855613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004185883,"about_ca_topic_score_gemma":0.000002522197,"domain_scores_codex":[0.9980851,0.0001944402,0.0002857358,0.0003542168,0.0006799331,0.0004005675],"domain_scores_gemma":[0.9986552,0.000292723,0.00005709724,0.0004575921,0.0003950443,0.0001423294],"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":[0.000003090994,0.00006949274,0.0002146319,0.00001474107,0.000001625235,0.000005483611,0.001434489,0.008418295,0.0001920396,0.6169411,0.0005609605,0.372144],"study_design_scores_gemma":[0.000469519,0.0001311899,0.01882545,0.00006274849,5.686006e-7,0.0000244949,0.00006343755,0.9540572,0.003521993,0.01507793,0.007591341,0.0001742002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009387239,0.00007461056,0.9827147,0.0004698679,0.0005447519,0.0001271644,7.347662e-7,0.00004970257,0.006631252],"genre_scores_gemma":[0.6001607,0.0001514887,0.3977867,0.001766446,0.00006296946,0.00002017341,0.000002661587,0.000003430433,0.00004537866],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9456388,"threshold_uncertainty_score":0.5882724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06700817207039453,"score_gpt":0.4044858431624387,"score_spread":0.3374776710920442,"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."}}