{"id":"W4409576457","doi":"10.61091/jcmcc127a-115","title":"Algorithm-based analysis of party members’ ideological dynamics in university management and its management decision support","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Central Asia Education and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Dynamics (music); Computer science; Operations research; Political science; Management science; Sociology; Engineering; Politics; Pedagogy; Law","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":[0.002588584,0.0005812581,0.0007689382,0.003974563,0.0008739441,0.00250932,0.0006771769,0.0007690063,0.002167931],"category_scores_gemma":[0.009307616,0.0001993977,0.0009522988,0.002574867,0.000436094,0.001894501,0.0007563337,0.0006133117,0.0004342452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009020843,"about_ca_system_score_gemma":0.00137452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003230108,"about_ca_topic_score_gemma":0.002047866,"domain_scores_codex":[0.9980817,0.0006859534,0.0002295175,0.0003583342,0.0004672029,0.0001773391],"domain_scores_gemma":[0.9967499,0.002136756,0.0003083783,0.0001248481,0.0006020291,0.00007813497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005787342,0.0006558286,0.09036313,0.0004810908,0.0004975901,0.000378588,0.001460461,0.185951,0.005907099,0.02539925,0.003247864,0.6850793],"study_design_scores_gemma":[0.00002975503,0.0001031664,0.01374451,0.00003889862,0.00005514154,0.0001168094,0.0007216384,0.9708908,0.001553849,0.01136137,0.001356032,0.00002809551],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3296452,0.0006563214,0.6589295,0.000746673,0.0001080861,0.0003640587,0.0004322562,0.0005284837,0.008589287],"genre_scores_gemma":[0.8798364,0.0002157581,0.1180617,0.00005229378,0.00004006185,0.0002018622,0.0004564397,0.00001734041,0.001118088],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003974563,"threshold_uncertainty_score":0.01368994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113942597868066,"score_gpt":0.2808112498057675,"score_spread":0.269416990018961,"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."}}