{"id":"W4240532786","doi":"10.1016/s0958-2118(18)30243-x","title":"H<sub>2</sub>O Innovation's Piedmont secures large orders and releases new products","year":2018,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Diverse Perspectives in Modern Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Desalination; Cartridge; Engineering; Business; Product (mathematics); Waste management; Environmental science; Mechanical engineering; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0002103292,0.0001839182,0.0003658512,0.0008557255,0.0002064556,0.00003327415,0.0002304456,0.0001740536,0.00008744298],"category_scores_gemma":[0.0008591333,0.0002126909,0.0000241107,0.001238653,0.0004995546,0.0001620042,0.000277724,0.0001894247,0.000417628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006691663,"about_ca_system_score_gemma":0.00003002575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006074437,"about_ca_topic_score_gemma":0.00009916844,"domain_scores_codex":[0.9986185,0.000006128232,0.000349412,0.0006177187,0.00003792883,0.0003703162],"domain_scores_gemma":[0.999163,0.00002142366,0.0002153307,0.0004232082,0.0001469418,0.0000300438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002820586,0.00009203568,0.00843805,0.00003199616,0.0001216726,0.000007340398,0.0007320659,0.00000160336,0.004159038,0.9719904,0.0104369,0.003960673],"study_design_scores_gemma":[0.002681857,0.0005452884,0.008597093,0.00004248793,0.00003111368,0.00004674622,0.001794005,0.0002739363,0.1158868,0.4421334,0.4269901,0.0009771079],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743366,0.003138844,0.001479732,0.008931732,0.0004336113,0.0002824904,0.00005077558,0.0003693708,0.01097679],"genre_scores_gemma":[0.9969741,0.000635452,0.001343163,0.0003396043,0.0001787888,0.00002112548,0.000005891039,0.00002790789,0.0004740059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.529857,"threshold_uncertainty_score":0.8673282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02002307215423389,"score_gpt":0.2249122361575255,"score_spread":0.2048891640032916,"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."}}