{"id":"W2390571397","doi":"","title":"Construction of Supporting System for Technical Materials Procurement of University with Multi-campus","year":2004,"lang":"en","type":"article","venue":"Research and Exploration in Laboratory","topic":"Evaluation and Optimization Models","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Engineering; Engineering management; Construction engineering; Procurement; Architectural engineering; Civil engineering; Business","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":[0.0008502387,0.00004047124,0.00009671808,0.0001710903,0.00003499754,0.000008620634,0.00003188798,0.00004247192,0.000003626516],"category_scores_gemma":[0.00005199966,0.00003959618,0.000005052093,0.0003071718,0.00007740178,0.0002360515,0.000008023661,0.00004449598,4.151702e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047206,"about_ca_system_score_gemma":0.0001209426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005340599,"about_ca_topic_score_gemma":0.00002584786,"domain_scores_codex":[0.9994196,0.00005204299,0.000191825,0.0000782924,0.0001664764,0.00009175271],"domain_scores_gemma":[0.9993216,0.00002958746,0.00004942697,0.00006183319,0.0005080067,0.00002949983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005256177,0.0001558634,0.001417783,0.002395563,0.00003623326,0.000003062886,0.001778251,0.5148043,0.4059143,0.0724531,0.00005862786,0.0004573236],"study_design_scores_gemma":[0.005858257,0.0005639574,0.0009109175,0.0006394728,0.00001448047,0.000002856667,0.01398689,0.03909722,0.9377865,0.000755536,0.0001604052,0.0002235739],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6496888,0.00004422868,0.3492692,0.00006524265,0.00004251987,0.0007071845,0.00005800819,0.00005412128,0.00007070159],"genre_scores_gemma":[0.9732451,0.00004163843,0.02665671,7.621659e-7,0.000008408675,0.00002126548,0.00001715034,0.00000634652,0.000002661523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5318722,"threshold_uncertainty_score":0.1614685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06392454041446911,"score_gpt":0.3230048365973015,"score_spread":0.2590802961828324,"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."}}