{"id":"W4225164722","doi":"10.12968/s0958-2118(22)70056-0","title":"Smart membrane replacement increases efficiency and reduces operating costs","year":2022,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Focus (optics); Engineering; Operations management; Business; Mechanical engineering; Physics","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":[0.000419257,0.0002757138,0.0003372892,0.0007946928,0.0004086564,0.0009506113,0.0004030921,0.0005834122,0.00765524],"category_scores_gemma":[0.0009743352,0.0001044517,0.0003638354,0.0007522843,0.0004238187,0.001061386,0.0005665224,0.0002336091,0.002123652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008209305,"about_ca_system_score_gemma":0.0008938382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002952522,"about_ca_topic_score_gemma":0.005140721,"domain_scores_codex":[0.9992869,0.00007290475,0.00002788055,0.00004522224,0.0004540006,0.0001131335],"domain_scores_gemma":[0.999522,0.00005740603,0.0001285043,0.00007476476,0.0001686951,0.00004865913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001040966,0.0008020941,0.01924478,0.0006486104,0.00008377631,0.0007016057,0.0004114583,0.009299217,0.2633103,0.0131973,0.01438119,0.6768787],"study_design_scores_gemma":[0.0003289551,0.003226527,0.1853602,0.0002879518,0.0002551664,0.003989388,0.002617198,0.02740967,0.4096977,0.01372284,0.352887,0.000217465],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8702205,0.004178043,0.03362504,0.003138969,0.0001930374,0.0001352697,0.0002701362,0.00135334,0.0868856],"genre_scores_gemma":[0.9690005,0.001634366,0.01005075,0.000259261,0.00005865872,0.00002127848,0.0001231173,0.00009464577,0.01875735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00765524,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007678490946666665,"score_gpt":0.2061055815736718,"score_spread":0.1984270906270051,"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."}}