{"id":"W2349807747","doi":"","title":"Construction of digital management system of chemistry laboratory center in higher agricultural universities based on Internet","year":2015,"lang":"en","type":"article","venue":"Laboratory Science","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Center (category theory); Agriculture; Engineering management; The Internet; Management system; China; Engineering; Business; Library science; Computer science; Chemistry; World Wide Web; Political science; Operations management; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005791486,0.00008748838,0.0001205394,0.0001546479,0.00002647973,0.00007212003,0.0006612827,0.00003070009,0.000007319628],"category_scores_gemma":[0.0000158905,0.00007460429,0.00001796399,0.001433724,0.000301874,0.0006956634,0.00009955698,0.00008070457,0.000005089931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002902905,"about_ca_system_score_gemma":0.0003849397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005856658,"about_ca_topic_score_gemma":2.906452e-7,"domain_scores_codex":[0.998917,0.00007877975,0.0001879466,0.0002554264,0.0004192541,0.0001415375],"domain_scores_gemma":[0.9991085,0.00002810724,0.000140469,0.000310986,0.0003129753,0.00009897692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001333778,0.001652129,0.2012575,0.001324171,0.00006438776,0.0000848804,0.01739243,0.003386705,0.03294896,0.7336435,0.002646544,0.005465447],"study_design_scores_gemma":[0.007182715,0.0006553534,0.4187367,0.002077222,0.00003994144,0.00001886,0.06964985,0.02125011,0.4471836,0.0004468229,0.03082318,0.001935616],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666959,0.00001762466,0.007683835,0.0001710562,0.001093226,0.00009101365,0.00002734226,0.00007225834,0.02414777],"genre_scores_gemma":[0.9835777,1.838577e-7,0.01613736,0.00003497417,0.00001451755,0.000001405641,0.000001644023,0.000002213213,0.0002300001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7331967,"threshold_uncertainty_score":0.3042275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01637168533935476,"score_gpt":0.2485366434607191,"score_spread":0.2321649581213643,"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."}}