{"id":"W3044687148","doi":"10.23977/jemm.2020.050104","title":"Research and Application of Equipment Management in Iron and Steel Enterprises Based on Life Cycle","year":2020,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; China; State (computer science); Commerce; Industrial organization; Engineering; Computer science; Political science","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":[0.0005466111,0.00006404435,0.0001122816,0.0001089236,0.00001788004,0.00001651191,0.00007226205,0.00002210929,0.000004193087],"category_scores_gemma":[0.00002035881,0.0000548521,0.00001312714,0.0001030893,0.00001004987,0.00005083735,0.0001289622,0.0001320331,2.71522e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002198048,"about_ca_system_score_gemma":0.000001481785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001411666,"about_ca_topic_score_gemma":7.248911e-7,"domain_scores_codex":[0.9993892,0.00001698782,0.0001902346,0.0001090999,0.0002049014,0.00008953594],"domain_scores_gemma":[0.9997535,0.00003835324,0.00006261473,0.00006039293,0.000005087204,0.00008005901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004495079,0.0004880522,0.009188421,0.001289544,0.00007417466,0.00006153182,0.0006752065,0.7598134,0.04651599,0.01157449,0.0006068593,0.1692629],"study_design_scores_gemma":[0.0004591709,0.0005219632,0.007580195,0.0001009551,0.00001116255,0.000001805119,0.00008335488,0.988962,0.0005155744,0.000866555,0.0008168092,0.00008046499],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8391774,0.0002332001,0.1590857,0.0007034251,0.00003420634,0.000224908,0.000001407715,0.00001411774,0.0005256894],"genre_scores_gemma":[0.9949138,0.0005018729,0.004472488,0.00008046614,0.00001326959,0.000005305887,3.154773e-7,0.000006915319,0.000005592656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2291486,"threshold_uncertainty_score":0.2236804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303358570875395,"score_gpt":0.2541693961843887,"score_spread":0.2411358104756348,"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."}}