{"id":"W4408004207","doi":"10.23977/jaip.2025.080106","title":"The Impact, Potential Risks, and Countermeasures of Artificial Intelligence on Ideological Education in Higher Education","year":2025,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"Medical Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Risk analysis (engineering); Computer science; Political science; Business; Politics; 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":[0.04751347,0.0009227694,0.0007253641,0.004229291,0.006531197,0.01441033,0.002008383,0.00540234,0.004921997],"category_scores_gemma":[0.1218303,0.0006475667,0.0007647371,0.002358276,0.02086361,0.01186828,0.01128003,0.00583376,0.0007279668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007051382,"about_ca_system_score_gemma":0.01176611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002391496,"about_ca_topic_score_gemma":0.003073124,"domain_scores_codex":[0.9176258,0.0536356,0.002137015,0.002968799,0.01966106,0.00397181],"domain_scores_gemma":[0.8199189,0.1213292,0.02771731,0.01055537,0.01472455,0.00575475],"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":[0.0004476318,0.0007304357,0.06587881,0.0009056952,0.0002236595,0.0007848206,0.02158659,0.002664574,0.00115409,0.5818668,0.007085083,0.3166718],"study_design_scores_gemma":[0.0002191118,0.001513505,0.09275787,0.007815438,0.0004390953,0.001934374,0.06384038,0.008530801,0.00713805,0.7022826,0.1131266,0.0004021779],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.374497,0.02788247,0.02961773,0.3059686,0.001666866,0.0003405617,0.0001198109,0.000300414,0.2596065],"genre_scores_gemma":[0.9860045,0.003395528,0.004320636,0.004142964,0.0003334431,0.00008573967,0.00001287007,0.00002674828,0.001677584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04751347,"threshold_uncertainty_score":0.2512782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1444974150796456,"score_gpt":0.4940483051676755,"score_spread":0.3495508900880299,"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."}}