{"id":"W4391141250","doi":"10.23977/aetp.2024.080106","title":"Construction of Ideological and Political Education in Universities Based on Intelligent Digital Education","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Political education; Politics; Political science; Sociology; Engineering ethics; Pedagogy; Mathematics education; Engineering; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001719556,0.00008275153,0.0001239551,0.0007680126,0.00006458463,0.00001628534,0.00008863456,0.0002399502,0.0001238169],"category_scores_gemma":[0.0002917984,0.00007869038,0.00001647282,0.0006156135,0.001711481,0.000237149,0.00001467653,0.0002336476,0.000007597919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000128113,"about_ca_system_score_gemma":0.001171209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000103428,"about_ca_topic_score_gemma":0.00009928869,"domain_scores_codex":[0.9991468,0.00008550238,0.0002085264,0.0002701505,0.00007702174,0.0002119547],"domain_scores_gemma":[0.9992344,0.0005333159,0.00003383166,0.00007914299,0.00005646818,0.00006285012],"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":[0.00001918709,0.0002731916,0.07407248,0.0000218272,0.000001363641,3.542437e-7,0.0002372608,0.000001547745,0.000003062166,0.8301532,0.00004522582,0.09517131],"study_design_scores_gemma":[0.00007268274,0.000107459,0.0468271,0.00009216023,0.000003684812,0.00001271025,0.007779124,0.00002103133,0.0000129419,0.9099255,0.03506188,0.00008378243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8402805,0.004958696,0.0003073502,0.07974683,0.001425473,0.0001888219,0.000007153186,0.00004026651,0.07304491],"genre_scores_gemma":[0.9969751,0.0005666765,0.001097764,0.0008281245,0.0001059079,0.00003454677,0.0000169175,0.000003133389,0.000371793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1566947,"threshold_uncertainty_score":0.6306023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168445337891186,"score_gpt":0.3920956020054213,"score_spread":0.3804111486265094,"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."}}