{"id":"W4409573377","doi":"10.61091/jcmcc127a-031","title":"A deep neural network-based strategy for recommending online teaching resources for ideological and political theory courses","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Politics; Computer science; Artificial neural network; Artificial intelligence; Sociology; Data science; Mathematics education; Psychology; Political science; 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":[0.00417393,0.0002026454,0.0006268027,0.0001129943,0.001105532,0.0002772662,0.00027181,0.0002415258,0.000005288356],"category_scores_gemma":[0.004991393,0.0001641196,0.0001765238,0.000136514,0.0003534244,0.0001157081,0.0000846828,0.0004436432,8.525648e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000146,"about_ca_system_score_gemma":0.0002038117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003785582,"about_ca_topic_score_gemma":0.00000516317,"domain_scores_codex":[0.9976376,0.0004579744,0.0008071551,0.0002027718,0.0002702864,0.0006242025],"domain_scores_gemma":[0.9889435,0.009840517,0.0004412901,0.00009036886,0.0004155316,0.0002687937],"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":[0.0002246951,0.0003872325,0.0004935032,0.0001348149,0.00004538201,0.000001289802,0.0006704533,0.00009717956,0.000007204771,0.9920022,0.0002065446,0.005729537],"study_design_scores_gemma":[0.002342034,0.0008188591,0.0002546579,0.00020937,0.0001255814,0.000004807791,0.002699437,0.01677634,0.000009111667,0.9725493,0.004034513,0.0001759678],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9108013,0.0006331338,0.06412286,0.008217434,0.01302752,0.0009547433,0.0000083581,0.00006588324,0.002168795],"genre_scores_gemma":[0.9851235,0.000006314547,0.01118375,0.0003364879,0.003305484,0.000007694071,0.0000028151,0.00001283504,0.00002118477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07432217,"threshold_uncertainty_score":0.8502967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03455446773807655,"score_gpt":0.3603915856831842,"score_spread":0.3258371179451077,"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."}}