{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001802795,0.0004186839,0.0006180856,0.002801588,0.0003907973,0.00005593056,0.0009803164,0.0004463903,0.0005927205],"category_scores_gemma":[0.00008778028,0.0005290927,0.0002054492,0.002431789,0.000550306,0.0008635836,0.0005384113,0.0004110347,0.0002284948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008077701,"about_ca_system_score_gemma":0.0007123816,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008008632,"about_ca_topic_score_gemma":0.000888672,"domain_scores_codex":[0.9980307,0.0000578498,0.0002888635,0.0007136994,0.0005528254,0.0003560804],"domain_scores_gemma":[0.9980769,0.00006466383,0.000635631,0.000590135,0.0005587713,0.00007393444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006573497,0.001990911,0.07587151,0.002259797,0.00184628,0.003526859,0.0002881799,0.01124843,0.002432492,0.5842776,0.3150201,0.0005803848],"study_design_scores_gemma":[0.001113302,0.00000965465,0.0004378856,0.000373896,0.0004404794,0.00001162472,0.001539529,0.000317888,0.00001582146,0.0001025099,0.9951026,0.0005347635],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004521833,0.0001122311,0.0008368121,0.00006517389,0.0003433294,0.0005033704,0.0001766622,0.0003384351,0.9931021],"genre_scores_gemma":[0.0621902,0.0001287584,0.001172476,0.0001220269,0.001247348,7.707227e-7,0.0009261665,0.0001781629,0.9340341],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6800825,"threshold_uncertainty_score":0.999716,"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."}}