{"id":"W4376853071","doi":"10.23977/aetp.2023.070312","title":"Research on the Value of educational psychology in the Reform and Development of Higher Education","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Value (mathematics); China; Higher education; Pedagogy; Perspective (graphical); Mathematics education; Quality (philosophy); Psychology; Sociology; Engineering ethics; Social science; Economic growth; Political science; Engineering; Economics; Epistemology","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":[0.00444412,0.0002109018,0.0001812196,0.002297827,0.001647604,0.003619389,0.0004287116,0.0007523936,0.003170129],"category_scores_gemma":[0.005258086,0.0001306787,0.0002314327,0.002774937,0.005355137,0.003181899,0.001205,0.001118248,0.0002066665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004810906,"about_ca_system_score_gemma":0.008810018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006653698,"about_ca_topic_score_gemma":0.009934134,"domain_scores_codex":[0.9984067,0.0009162597,0.00004987595,0.0001359749,0.0003026005,0.0001886396],"domain_scores_gemma":[0.9924621,0.005317487,0.0006935598,0.0002206035,0.000725668,0.0005805463],"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":[0.00005702384,0.0003314373,0.05651437,0.001449568,0.00006039903,0.0002950004,0.01639924,0.0007401342,0.0008143472,0.5625661,0.003750337,0.3570221],"study_design_scores_gemma":[0.00006356782,0.0004348366,0.4821379,0.004966729,0.0001833583,0.0004797196,0.03678251,0.003291256,0.002432344,0.1930896,0.27606,0.00007814429],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4105915,0.1064227,0.01057248,0.05523973,0.0007926963,0.0001931287,0.00005333622,0.00004126085,0.4160931],"genre_scores_gemma":[0.9638622,0.02756041,0.002304058,0.001227082,0.0002139568,0.00002916453,0.00001198475,0.000005590791,0.004785563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006653698,"threshold_uncertainty_score":0.03490567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09286526770446785,"score_gpt":0.5221768351998777,"score_spread":0.4293115674954098,"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."}}