{"id":"W4409582686","doi":"10.61091/jcmcc127a-016","title":"Exploration on Cooperative Management of Preschool Education Based on Wireless Network under the Background of Information Technology","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wireless; Wireless network; Information technology; Knowledge management; Computer science; Telecommunications","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":[0.0007842038,0.0001205139,0.0002438887,0.000150927,0.0001912284,0.0000482691,0.0002449827,0.00007803109,0.00001171516],"category_scores_gemma":[0.00004794745,0.00008392506,0.00005094077,0.0007560113,0.0001114315,0.0002827334,0.00009021115,0.0002151462,0.000002082105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001336767,"about_ca_system_score_gemma":0.0001294862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000071757,"about_ca_topic_score_gemma":3.037992e-7,"domain_scores_codex":[0.9985701,0.00004549025,0.0007719178,0.00008156049,0.0004192255,0.0001117017],"domain_scores_gemma":[0.9983695,0.000264771,0.0008796838,0.0001826985,0.0002755968,0.00002773296],"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":[0.00005952006,0.0005513729,0.0001733601,0.0000751245,0.0000403809,8.743887e-8,0.0001323504,0.01082337,0.00006466398,0.9846375,0.000578511,0.002863766],"study_design_scores_gemma":[0.001883041,0.0008887972,0.002959522,0.001141266,0.00007733116,0.000001935567,0.004740559,0.01119468,0.001735432,0.9743393,0.0008930509,0.0001450856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971801,0.00002094743,0.01424977,0.0009567214,0.004576855,0.0004022988,0.000001122934,0.000007490887,0.007983738],"genre_scores_gemma":[0.9973763,0.00001414534,0.002367069,0.00009932079,0.0001138517,0.000007336091,0.000002756752,0.000005302514,0.00001389571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02557527,"threshold_uncertainty_score":0.3422365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160090568699631,"score_gpt":0.2634455849649536,"score_spread":0.2518446792779573,"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."}}