{"id":"W4409791070","doi":"10.61091/jcmcc127a-322","title":"The Construction of Educational Management Performance Evaluation System Based on the Hierarchical Analysis Method","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Innovative Educational Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007099053,0.0007297769,0.0006893136,0.005822322,0.001547256,0.002485569,0.0007895525,0.0004375142,0.002213208],"category_scores_gemma":[0.01195489,0.0003360306,0.001033918,0.004644383,0.0009500694,0.002061736,0.001289539,0.0007914365,0.0005027858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002900618,"about_ca_system_score_gemma":0.004815869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01475733,"about_ca_topic_score_gemma":0.008122826,"domain_scores_codex":[0.9913515,0.003877396,0.0006772105,0.0008829036,0.002819253,0.0003917652],"domain_scores_gemma":[0.9951014,0.001609434,0.0004672371,0.0003184518,0.002334463,0.0001690082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002401611,0.0003621849,0.04600289,0.0008138466,0.0004420361,0.0002139295,0.002774904,0.0900559,0.009850517,0.08603671,0.009795967,0.7534109],"study_design_scores_gemma":[0.0001336174,0.0005306551,0.0486283,0.0002074563,0.0003466931,0.0002021898,0.001448527,0.8699998,0.01101203,0.05193324,0.01532139,0.0002359975],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02884429,0.000150115,0.9624071,0.0002572923,0.00004538304,0.0006177588,0.0002882792,0.001016623,0.006373144],"genre_scores_gemma":[0.435409,0.0001818573,0.5606781,0.00006403088,0.00004532712,0.0009083251,0.000776561,0.00007315709,0.00186368],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01475733,"threshold_uncertainty_score":0.03754377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02070540892527871,"score_gpt":0.356881174600659,"score_spread":0.3361757656753803,"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."}}