{"id":"W4409787555","doi":"10.61091/jcmcc127a-424","title":"Research on Multidimensional Data Calculation Analysis and Optimization Path of Teachers’ Practical Teaching Cultivation Innovation Mechanisms under Digital Empowerment of Education","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":"Empowerment; Path (computing); Mathematics education; Computer science; Path analysis (statistics); Knowledge management; Sociology; Psychology; Political science; Machine learning","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":[0.003074595,0.000124392,0.0003245263,0.0005897459,0.0002305365,0.00007640558,0.0001693875,0.0001066469,0.0000102735],"category_scores_gemma":[0.00158125,0.0001057675,0.00004374261,0.001442939,0.0001135431,0.0005621517,0.0002795511,0.000356422,3.197636e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001874838,"about_ca_system_score_gemma":0.0002327816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003746083,"about_ca_topic_score_gemma":4.458344e-7,"domain_scores_codex":[0.9976994,0.0001178971,0.001023507,0.0002077152,0.0008242794,0.0001272057],"domain_scores_gemma":[0.9973211,0.000786737,0.001006523,0.0002385277,0.0006012676,0.00004581743],"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":[0.00005090627,0.001334964,0.001719935,0.00004359306,0.0001530167,1.887523e-7,0.0007128003,0.006324418,0.002747012,0.9840434,0.0002258256,0.002643998],"study_design_scores_gemma":[0.00287851,0.001020526,0.03358216,0.0007733471,0.0004449008,0.00001203564,0.005995978,0.2061012,0.002561995,0.7460215,0.000265935,0.0003419104],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8169218,0.00001004189,0.1806503,0.000348174,0.0011147,0.0002052738,0.000004578857,0.000004503413,0.0007405604],"genre_scores_gemma":[0.9534395,0.000005989988,0.04637909,0.00001905123,0.00008379519,0.000001518785,0.00004886337,0.000007867698,0.00001435686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2380219,"threshold_uncertainty_score":0.4313072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04033214696866588,"score_gpt":0.3728791770323483,"score_spread":0.3325470300636824,"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."}}