{"id":"W4387654718","doi":"10.23977/aetp.2023.071308","title":"Analysis of Collaborative Innovation in Ideological and Political Education for College Students in Higher Education","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Order (exchange); Political education; Globalization; Value (mathematics); Politics; Information flow; Public relations; Political science; Sociology; Pedagogy; Business; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005918126,0.0002591523,0.0002897014,0.003024986,0.003107423,0.005355124,0.0008907104,0.000984526,0.004152249],"category_scores_gemma":[0.01812531,0.00009165459,0.0006914783,0.002603287,0.00233179,0.003341335,0.003309623,0.0009343637,0.0003179947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004698546,"about_ca_system_score_gemma":0.004421757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003712351,"about_ca_topic_score_gemma":0.004701259,"domain_scores_codex":[0.9945034,0.002836604,0.000227424,0.0005222126,0.001010527,0.0008999041],"domain_scores_gemma":[0.9821177,0.01144118,0.001721002,0.001097992,0.001917186,0.001704968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000350373,0.001866485,0.3169408,0.0004747938,0.0001738784,0.001462782,0.1558822,0.004472108,0.001431029,0.2430508,0.004146049,0.2697487],"study_design_scores_gemma":[0.0001137124,0.0007471115,0.3764668,0.0005255204,0.0002094783,0.0006585195,0.3973664,0.03904659,0.003637027,0.1196582,0.06146406,0.0001067317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9454223,0.0002661976,0.006251809,0.001093335,0.00003439034,0.0001836151,0.00005665815,0.0000228164,0.04666893],"genre_scores_gemma":[0.9973792,0.00007652524,0.001104974,0.00002253807,0.0000074526,0.00005663001,0.00002415605,0.000002997988,0.001325486],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005918126,"threshold_uncertainty_score":0.03409046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03484909123415014,"score_gpt":0.4815402546281023,"score_spread":0.4466911633939522,"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."}}