{"id":"W4232369413","doi":"10.1016/s1359-6128(15)30233-0","title":"BluMetric partners with Aquarion","year":2015,"lang":"en","type":"article","venue":"Pump Industry Analyst","topic":"Legal Cases and Commentary","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Engineering; Business administration","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":[0.003446685,0.0004770156,0.0003340393,0.001347257,0.009340315,0.004605723,0.001926461,0.009921142,0.1307143],"category_scores_gemma":[0.01534821,0.0003037766,0.0005007359,0.001387237,0.003488455,0.002927162,0.003002914,0.008238622,0.01673808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01559267,"about_ca_system_score_gemma":0.02457976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1846721,"about_ca_topic_score_gemma":0.3468487,"domain_scores_codex":[0.9942281,0.0007824184,0.0001498963,0.0007069363,0.003278972,0.0008536178],"domain_scores_gemma":[0.992971,0.00267726,0.0003782896,0.0003150723,0.002751619,0.0009066708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002714538,0.00001121795,0.0001778806,0.0000602539,0.00000273996,0.0002719133,0.0003668898,0.00003657652,0.0001418663,0.06950329,0.909669,0.01973129],"study_design_scores_gemma":[0.00000322432,0.000002479924,0.0000960392,0.00003085873,0.000001266904,0.00006624237,0.000101617,0.00001937848,0.00005516772,0.001293226,0.9983271,0.000003481849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00127965,0.01074637,0.0006610126,0.4931679,0.005818981,0.00007201751,0.0003726945,0.0003049336,0.4875764],"genre_scores_gemma":[0.02867567,0.004895513,0.001123137,0.2042918,0.002739355,0.0000753553,0.0003262035,0.0001719018,0.757701],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1846721,"threshold_uncertainty_score":0.4372829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07260383250949397,"score_gpt":0.3344258291716491,"score_spread":0.2618219966621552,"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."}}