{"id":"W4386802946","doi":"10.23977/jaip.2023.060602","title":"Research on the Application of Artificial Intelligence Empowered Education Management","year":2023,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"AI and Big Data Applications","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empowerment; Construct (python library); Knowledge management; Engineering ethics; Artificial intelligence; Field (mathematics); Engineering; Quality (philosophy); Engineering management; Sociology; Computer science; Political 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006723673,0.0001380072,0.0001834071,0.0006586788,0.0003828572,0.0002671263,0.002141322,0.00007988872,0.00002986908],"category_scores_gemma":[0.001237827,0.0001029376,0.0001053308,0.003617702,0.0002011397,0.001009323,0.0003315893,0.0006328231,0.0009636352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051146,"about_ca_system_score_gemma":0.0003287899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006075727,"about_ca_topic_score_gemma":0.00001364774,"domain_scores_codex":[0.9965432,0.0004610574,0.001083681,0.000341564,0.001246136,0.0003243785],"domain_scores_gemma":[0.9940202,0.002504218,0.0008845145,0.0009705923,0.001508041,0.0001123872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005784858,0.0003791906,0.000001705698,0.000009345306,0.00002267773,0.00000441684,0.0005758703,0.0007239455,0.001156086,0.5645964,0.001619137,0.4308534],"study_design_scores_gemma":[0.00001948453,0.0007300486,0.0001872457,0.0001647941,0.00007270366,0.00008110474,0.03316161,0.08230792,0.1057531,0.6960589,0.08113907,0.0003239209],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005167215,0.00007001313,0.9615179,0.027751,0.0007031393,0.0005378298,0.000004415209,0.0000413573,0.004207113],"genre_scores_gemma":[0.9694678,0.0005345878,0.02884925,0.0004608684,0.0004758242,0.00007954413,0.000005787796,0.0000145802,0.0001117202],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9643006,"threshold_uncertainty_score":0.9998142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2167945519441485,"score_gpt":0.4696133214355091,"score_spread":0.2528187694913606,"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."}}