{"id":"W4251304761","doi":"10.1016/s0958-2118(21)00041-0","title":"H<sub>2</sub>O Innovation signs industrial and wastewater contracts worth $3.2 million","year":2021,"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":"Wastewater; Business; Operations management; Engineering; Commerce; Waste management","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":[0.0002289655,0.0001580657,0.0004046799,0.0006494252,0.0001188464,0.00004315819,0.0001231474,0.0003162255,0.00006943464],"category_scores_gemma":[0.0004385454,0.0001868843,0.00003451923,0.0009450316,0.0002225172,0.0001511739,0.000207666,0.0003087531,0.0001683083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008238672,"about_ca_system_score_gemma":0.00001999461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001087621,"about_ca_topic_score_gemma":0.00001708504,"domain_scores_codex":[0.9987416,0.00001205348,0.0004212521,0.0004997866,0.00003672254,0.0002886324],"domain_scores_gemma":[0.9993466,0.00003729113,0.0002008631,0.0002934,0.00009750466,0.00002436024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007074016,0.0002303537,0.03447006,0.00003547642,0.0003363912,0.0001520707,0.0007751396,0.00004417183,0.255358,0.6915972,0.0009969252,0.01593353],"study_design_scores_gemma":[0.003783584,0.0002287552,0.003516306,0.00004897397,0.0000324749,0.0001000011,0.001603622,0.0002117359,0.8151896,0.1329636,0.04155217,0.0007692024],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885718,0.00148607,0.0003824781,0.003073253,0.0004608348,0.0001581359,0.00004668053,0.0001446521,0.005676127],"genre_scores_gemma":[0.9984667,0.0006714115,0.0003083592,0.000150092,0.00008788992,0.00002527085,0.00001621937,0.00002036762,0.000253709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5598316,"threshold_uncertainty_score":0.7620921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04046118506073308,"score_gpt":0.2208289055658768,"score_spread":0.1803677205051437,"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."}}