{"id":"W4242505846","doi":"10.1016/s0015-1882(03)00610-4","title":"Wastewater treatment specialist acquired","year":2003,"lang":"en","type":"article","venue":"Filtration & Separation","topic":"Land Use and Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wastewater; Filtration (mathematics); Business; Waste management; Sewage treatment; Engineering; Environmental science; Operations management; Environmental engineering; Mathematics; Statistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001967721,0.00006793868,0.0000675296,0.00003500354,0.0003669839,0.0001292263,0.00004138428,0.000044814,0.001961705],"category_scores_gemma":[0.00002685654,0.00005582875,0.00003651602,0.0001122668,0.00002588276,0.000317255,0.000002416499,0.00001100822,0.0002934318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001303062,"about_ca_system_score_gemma":0.00007586079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003572786,"about_ca_topic_score_gemma":0.00277779,"domain_scores_codex":[0.9992621,0.0001438639,0.0001304601,0.0001349671,0.0001826686,0.0001459511],"domain_scores_gemma":[0.9997482,0.00001575865,0.00004689831,0.0001057476,0.00003473369,0.00004871743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003596862,0.0002648699,0.001294195,0.000006153424,0.00005006001,0.000003664826,0.02973512,0.0002928758,0.004665904,0.887629,0.07078632,0.005235889],"study_design_scores_gemma":[0.0002604313,0.00006222929,0.0005195007,0.000002159663,0.00001523581,2.294775e-7,0.001030806,0.00003559365,0.008504369,0.0018146,0.9876684,0.00008643946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2469112,0.00003759676,0.001154916,0.001968815,0.000868196,0.0005791172,0.000004654416,0.0001200667,0.7483555],"genre_scores_gemma":[0.9509648,0.00008394368,0.0001950098,0.0001116628,0.0003695746,0.00004490641,0.00006850104,0.000004736115,0.04815686],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9168821,"threshold_uncertainty_score":0.9989507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04247439680155062,"score_gpt":0.3321783560020782,"score_spread":0.2897039592005276,"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."}}