{"id":"W4404047706","doi":"10.23977/aetp.2024.080609","title":"Research on the Reform of Management Psychology Curriculum","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Psychology; Sociology; Political science; Applied psychology; Engineering ethics; Pedagogy; Engineering","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":[0.001287741,0.0001109314,0.0001169984,0.002080181,0.0001250614,0.00003112255,0.0003789779,0.0001213894,0.0003463925],"category_scores_gemma":[0.00006542967,0.00008128231,0.00002413714,0.002276695,0.0004777833,0.0002901054,0.0001156726,0.0003964051,0.0001731026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003307907,"about_ca_system_score_gemma":0.00001260107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001802621,"about_ca_topic_score_gemma":0.0000345119,"domain_scores_codex":[0.9988964,0.0000349512,0.0002505833,0.000408102,0.0001479468,0.0002620357],"domain_scores_gemma":[0.9993137,0.0001932195,0.00006983724,0.0003402874,0.00007758638,0.000005433064],"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":[0.00002160707,0.0001784312,0.006192648,0.000145978,0.00001498,0.000002398073,0.00001567174,0.000001470455,0.0000109186,0.9376224,0.01819074,0.03760272],"study_design_scores_gemma":[0.0001006536,0.00002099501,0.02216665,0.00008907746,0.000006891491,0.000004107687,0.0007575857,0.00003180303,0.000002434678,0.5223533,0.4544009,0.000065538],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2015435,0.00557735,0.0001083418,0.1672518,0.002497339,0.000396482,9.617803e-7,0.00008968917,0.6225346],"genre_scores_gemma":[0.9933521,0.002212268,0.0003245587,0.002465943,0.0003402513,0.0002702464,0.00001209388,0.00001261425,0.001009987],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7918085,"threshold_uncertainty_score":0.3792755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02867433051994995,"score_gpt":0.4108235244447478,"score_spread":0.3821491939247978,"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."}}