{"id":"W4402990548","doi":"10.23977/aetp.2024.080525","title":"Construction of Network Ideological and Political Course Management Platform Model in Colleges and Universities under the Intelligent Digital Education Environment","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Course (navigation); Ideology; Politics; Engineering management; Political education; Higher education; Computer science; Engineering; Political science; Business; Public relations; Sociology; Engineering ethics; 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":[0.0001770112,0.00006800247,0.00009637886,0.0001526345,0.000106027,0.0000137735,0.0000741304,0.0001481191,0.00003878678],"category_scores_gemma":[0.00001666999,0.00005320145,0.000009765364,0.0002474328,0.00252387,0.0001682903,0.00004188693,0.0001640643,0.000001771729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006842228,"about_ca_system_score_gemma":0.0001299999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002708082,"about_ca_topic_score_gemma":0.00006532943,"domain_scores_codex":[0.9993392,0.00003855199,0.0001576952,0.0002016124,0.0000611658,0.0002017385],"domain_scores_gemma":[0.9995441,0.0003148645,0.00002601851,0.00006102219,0.0000134623,0.0000404774],"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":[0.00001305445,0.00009735522,0.02017577,0.00001440312,0.000006204688,4.270196e-7,0.0003681077,0.0000577848,4.036185e-7,0.958912,0.00005184869,0.02030268],"study_design_scores_gemma":[0.00006332111,0.00004207941,0.03442382,0.00002892549,0.000008332668,0.00001612723,0.02296984,0.00009880435,8.917399e-7,0.9320753,0.01021662,0.00005599101],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8765733,0.01303404,0.001030125,0.08974531,0.0004648299,0.0002256144,0.000006382564,0.00001927563,0.01890116],"genre_scores_gemma":[0.9926824,0.0051384,0.001243974,0.0004366437,0.00005506783,0.00003424309,0.000005214371,0.000002108849,0.0004019405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1161091,"threshold_uncertainty_score":0.9299302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01504030530475418,"score_gpt":0.3519964021220958,"score_spread":0.3369560968173416,"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."}}