{"id":"W4249356626","doi":"10.1016/s0958-2118(05)70491-2","title":"Zenon filters water for New York State","year":2005,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"State (computer science); Engineering; Environmental science; Computer science","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":[0.0003243118,0.0001316809,0.0001745911,0.0002744106,0.0003600964,0.0000682976,0.0005496839,0.0001420293,0.0005870037],"category_scores_gemma":[0.00001769788,0.000109414,0.00006819257,0.0002254387,0.0003206365,0.00009089166,0.00006013321,0.0001250677,0.0004043769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001059327,"about_ca_system_score_gemma":0.00004137217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006874447,"about_ca_topic_score_gemma":0.002355081,"domain_scores_codex":[0.9986191,0.00003303226,0.0001959283,0.0002978598,0.0001866652,0.0006674633],"domain_scores_gemma":[0.9995502,0.0000221264,0.00003189387,0.0002882832,0.00002026273,0.00008725809],"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":[0.0002250414,0.000250669,0.0008390623,0.0001553586,0.0002151328,0.00001625969,0.0630815,0.001445175,0.03775573,0.05933619,0.07849242,0.7581875],"study_design_scores_gemma":[0.0005489343,0.00007360887,0.000009042822,0.000007248605,0.00001566154,0.000001050238,0.0006749818,0.00002309951,0.03777467,0.005199368,0.9555196,0.0001527277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.619056,0.0004170267,0.02070916,0.3112729,0.001010266,0.00273801,0.00002369294,0.003105043,0.04166785],"genre_scores_gemma":[0.9374336,0.00003560336,0.006258129,0.000720573,0.0003210221,0.00007881207,0.00001191527,0.00003653189,0.05510379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8770272,"threshold_uncertainty_score":0.6427279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02217857713309453,"score_gpt":0.2653852681600445,"score_spread":0.2432066910269499,"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."}}