{"id":"W2040498719","doi":"10.5430/jms.v5n3p89","title":"Thought and Suggestions on Teaching Material Management Job in Colleges and Universities Based on Improvement of Innovation Capacity","year":2014,"lang":"en","type":"article","venue":"Journal of Management and Strategy","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Teaching staff; Engineering management; Engineering; Materials management; Perspective (graphical); Engineering ethics; Knowledge management; Mathematics education; Computer science; Pedagogy; Sociology; Psychology; Political science; Operations management","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":[0.0005345855,0.0000666587,0.0000881018,0.0002137523,0.00008523581,0.00003101228,0.00004524719,0.00001885904,0.00004651506],"category_scores_gemma":[0.00000555614,0.00005233919,0.000008142323,0.0001558258,0.00005927735,0.0001633956,0.00003360195,0.00007510954,4.227006e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006992227,"about_ca_system_score_gemma":0.000005013029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003527814,"about_ca_topic_score_gemma":0.00001223676,"domain_scores_codex":[0.9994037,0.00002279793,0.0002414655,0.00008582711,0.000174364,0.00007188028],"domain_scores_gemma":[0.9997357,0.0000239488,0.0001533887,0.00005063029,0.00001609735,0.0000202428],"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":[0.0002205282,0.0003870338,0.03906936,0.0001860948,0.00006118355,0.00001024537,0.0003320275,0.004030174,0.001919233,0.8834702,0.001165075,0.06914879],"study_design_scores_gemma":[0.001041774,0.0008956685,0.9858783,0.0001323695,0.00002678945,0.00000315848,0.002626531,0.0011045,0.0002981015,0.005414092,0.002470455,0.0001082172],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654093,0.00000202997,0.0002228595,0.0005542171,0.00005159469,0.00009812449,0.000003458412,0.000001680413,0.03365676],"genre_scores_gemma":[0.997927,0.00003783733,0.001261173,0.0001189019,0.00001819155,0.000001959878,0.000002444177,0.000002617463,0.0006298777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.946809,"threshold_uncertainty_score":0.213433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106930136377366,"score_gpt":0.2295255934148472,"score_spread":0.2184562920510735,"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."}}