{"id":"W2182847448","doi":"","title":"Application of Delicacy Management in Teaching Management of Colleges and Universities","year":2015,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Delicacy; Connotation; Engineering management; Computer science; Knowledge management; Business; 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":[0.0004045051,0.00005320045,0.00009275476,0.0002606069,0.00007075832,0.00002255636,0.0002622253,0.00001871197,0.00001803843],"category_scores_gemma":[0.000003709489,0.00005389862,0.00001167198,0.0007925198,0.0002958217,0.0006760327,0.0001738146,0.00002882753,0.000002707193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005117895,"about_ca_system_score_gemma":0.00005073871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005915246,"about_ca_topic_score_gemma":0.000002431823,"domain_scores_codex":[0.9993145,0.000004887497,0.000174692,0.0001434824,0.0002739916,0.00008845922],"domain_scores_gemma":[0.9994866,0.000006584942,0.00020325,0.0001006118,0.0001948846,0.000008086914],"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":[0.00001113623,0.0001303378,0.005262016,0.0002383988,0.000004675094,1.025335e-7,0.0003525744,0.000007282715,0.0001860739,0.9730615,0.0004181842,0.02032773],"study_design_scores_gemma":[0.0003748399,0.000009626771,0.8702685,0.0001593645,0.00005550496,2.056397e-7,0.02288482,0.0002219664,0.0004446005,0.01357838,0.09182653,0.000175721],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6695654,0.0001248408,0.0006193114,0.0005152291,0.0003192035,0.0002970092,0.00000239917,0.00001419292,0.3285424],"genre_scores_gemma":[0.9981328,0.0000129054,0.0008741812,0.0000530649,0.00005376082,0.000007369738,0.000004615217,0.000002645785,0.0008586784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9594831,"threshold_uncertainty_score":0.2197922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0468298495242656,"score_gpt":0.3290216074282555,"score_spread":0.2821917579039899,"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."}}