{"id":"W2520943108","doi":"","title":"Research on Method of College Ideology and Politics Course in the View of New Media","year":2016,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Construct (python library); Political education; New media; Politics; Sociology; Value (mathematics); Public relations; Mathematics education; Epistemology; Political science; Computer science; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00369827,0.00004159705,0.0001315524,0.0001167681,0.0002166023,0.000006698406,0.0003726828,0.000074362,0.0003286534],"category_scores_gemma":[0.0009895564,0.00002445705,0.0000207153,0.001095019,0.003844068,0.00009606356,0.00003075058,0.00007929178,0.000004492585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000826688,"about_ca_system_score_gemma":0.002417372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003288822,"about_ca_topic_score_gemma":0.00006107836,"domain_scores_codex":[0.9981694,0.0006004563,0.0002181165,0.0001387186,0.0006070296,0.0002663241],"domain_scores_gemma":[0.9974533,0.001844009,0.00009951115,0.00009638893,0.0004114193,0.00009541893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000003324843,0.0001455168,0.001737577,0.000007188655,7.316517e-7,3.048246e-8,0.01307988,1.907715e-8,0.0003327292,0.976043,0.001352878,0.007297144],"study_design_scores_gemma":[0.00009374545,0.00006388803,0.6854603,0.0000328792,0.000004363375,1.604054e-7,0.00892406,9.581148e-8,0.0006132167,0.2685664,0.03620236,0.0000385296],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.677106,0.0002177435,0.00002251858,0.08192345,0.0009342678,0.0003370898,0.00001415059,0.000006007979,0.2394388],"genre_scores_gemma":[0.9960284,0.00003783621,0.0004074352,0.0003725415,0.0002695499,0.000007872853,2.767253e-7,0.000001493229,0.002874611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7074766,"threshold_uncertainty_score":0.9988669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1548422297075935,"score_gpt":0.5266736671907869,"score_spread":0.3718314374831934,"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."}}