{"id":"W2581950990","doi":"","title":"Advantages of variable speed drive in pump applications","year":2015,"lang":"en","type":"other","venue":"Tampere University Institutional Repository (Tampere University)","topic":"Life Cycle Costing Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variable (mathematics); Automotive engineering; Control theory (sociology); Engineering; Control engineering; Computer science; Mathematics; Control (management); Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006090283,0.0003171089,0.0002203669,0.0006945054,0.000442509,0.00192047,0.0006752071,0.0006162011,0.01440881],"category_scores_gemma":[0.001062199,0.000202706,0.000490347,0.0008680997,0.0002938664,0.001765065,0.0005564947,0.0005734258,0.002763392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008454057,"about_ca_system_score_gemma":0.0005083445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347432,"about_ca_topic_score_gemma":0.001616295,"domain_scores_codex":[0.9989387,0.0001329783,0.00004555365,0.0001392359,0.0006214869,0.0001219895],"domain_scores_gemma":[0.9990608,0.0002764083,0.00006824876,0.00006786699,0.0004706996,0.00005604906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001145823,0.0002847983,0.01410078,0.001254521,0.00007189281,0.0008708925,0.0008216554,0.008672372,0.1042085,0.07588143,0.01611048,0.7765769],"study_design_scores_gemma":[0.0001119437,0.003249946,0.0969576,0.0003983142,0.000191374,0.004817251,0.001446282,0.02244572,0.1507112,0.01188356,0.7076129,0.000173924],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4245183,0.02094632,0.05439156,0.003624678,0.001100944,0.0001803466,0.0003446733,0.0008692241,0.4940239],"genre_scores_gemma":[0.9077386,0.006561507,0.0158279,0.0003404089,0.000424768,0.00005418245,0.0002906489,0.0001709969,0.06859097],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01440881,"threshold_uncertainty_score":0.04820222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009571564975401141,"score_gpt":0.1833466609698102,"score_spread":0.173775095994409,"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."}}