{"id":"W4238713294","doi":"10.1016/s0958-2118(18)30217-9","title":"H<sub>2</sub>O Innovation's Utility Partners renews two O&amp;M contracts","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":"Business; Business administration; Management; Engineering; Industrial organization; Operations management; Economics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005486351,0.0002311342,0.0005404449,0.0009135454,0.0002384453,0.00003704505,0.0004202981,0.00024029,0.0002847239],"category_scores_gemma":[0.0009007117,0.0002763453,0.00006777707,0.001414947,0.00106565,0.0001891709,0.0002573372,0.0002872706,0.00272121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000141673,"about_ca_system_score_gemma":0.00002573965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006708958,"about_ca_topic_score_gemma":0.0002136852,"domain_scores_codex":[0.9981085,0.00001456091,0.0006204802,0.0007089704,0.00005372381,0.000493772],"domain_scores_gemma":[0.9985401,0.00005013653,0.0003760601,0.0007732697,0.0002221983,0.00003825558],"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":[0.00005542777,0.000168146,0.02133841,0.00001555955,0.0001909261,0.000008502238,0.0005188172,0.000006828841,0.01330612,0.9518642,0.004119243,0.008407854],"study_design_scores_gemma":[0.002286988,0.0001799983,0.007386487,0.00002013909,0.00002215869,0.00002499632,0.0005249451,0.0003933356,0.1066091,0.4785441,0.4032247,0.0007831045],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8863783,0.0006092326,0.004229051,0.002929021,0.0007105605,0.000264612,0.00006875917,0.0004746472,0.1043358],"genre_scores_gemma":[0.9971426,0.0001862026,0.001546404,0.0004230569,0.0001627445,0.00005009893,0.00001096563,0.00002911937,0.0004488519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4733201,"threshold_uncertainty_score":0.9999689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05902803016755754,"score_gpt":0.2937776519853351,"score_spread":0.2347496218177775,"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."}}