{"id":"W2359388125","doi":"","title":"Deepening Laboratory System Reformed and Constructs Centralization Management Mode","year":2005,"lang":"en","type":"article","venue":"Research and Exploration in Laboratory","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Mode (computer interface); Engineering management; Engineering; Engineering ethics; Management science; Mathematics education; Systems engineering; Computer science; Psychology; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008107055,0.0005665581,0.0004430391,0.001895956,0.001999974,0.006646737,0.002586864,0.001267882,0.004312759],"category_scores_gemma":[0.008814496,0.0005513597,0.0005757057,0.00153761,0.003228758,0.01008832,0.003777636,0.003386003,0.001173737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007857971,"about_ca_system_score_gemma":0.009705717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005851794,"about_ca_topic_score_gemma":0.002857082,"domain_scores_codex":[0.9927701,0.002537895,0.0004831437,0.001646782,0.001684773,0.0008772773],"domain_scores_gemma":[0.989389,0.001468831,0.0008192221,0.003024882,0.004098381,0.00119967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006010236,0.0006916028,0.01505659,0.0004322915,0.00008337371,0.0004169063,0.009826401,0.01306459,0.0340732,0.4535218,0.01865126,0.4535809],"study_design_scores_gemma":[0.0005434141,0.001901962,0.02001667,0.0006235784,0.0002561546,0.001542205,0.005965388,0.1653675,0.07720716,0.1590288,0.5668736,0.0006736018],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1397543,0.00117023,0.8086455,0.00578959,0.000528148,0.0007457015,0.0001224425,0.006594913,0.03664922],"genre_scores_gemma":[0.7941787,0.0005687315,0.1865228,0.001184826,0.0004894984,0.0004453441,0.0001810421,0.0005057437,0.01592338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008107055,"threshold_uncertainty_score":0.05701381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05236908374320982,"score_gpt":0.3812832687116987,"score_spread":0.3289141849684889,"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."}}