{"id":"W7030248859","doi":"","title":"Marine dissolved organic phosphorus composition: insights from samples recovered using combined electrodialysis/reverse osmosis","year":2009,"lang":"en","type":"article","venue":"SMARTech Repository (Georgia Institute of Technology)","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polyphosphate; Phosphorus; Phosphate; Dissolved organic carbon; Seawater; Ultrafiltration (renal); Phosphonate; Fractionation; Organic matter; Sugar phosphates","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001379478,0.0003810942,0.0002718561,0.0006569129,0.0002948112,0.0006339152,0.0002259638,0.0004076374,0.0003298875],"category_scores_gemma":[0.000182683,0.0001623486,0.000236823,0.0004508903,0.0002062039,0.0002916285,0.0002900693,0.0004752684,0.0002392838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000210838,"about_ca_system_score_gemma":0.0002284653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004510546,"about_ca_topic_score_gemma":0.008821739,"domain_scores_codex":[0.9998648,0.000006093248,0.000009010769,0.00003894738,0.00006265795,0.00001832914],"domain_scores_gemma":[0.9999341,0.000008552557,0.00001329539,0.000003150069,0.00003232143,0.000008557608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003258493,0.00001100686,0.007000543,0.0000452722,0.00001315088,0.00006282252,0.00006826659,0.00004476196,0.9895273,0.00001762717,0.00002557642,0.003151132],"study_design_scores_gemma":[0.00001046431,0.0002395514,0.2693349,0.00002963629,0.00007340579,0.0006982404,0.0006718224,0.002016675,0.7214904,0.0001078235,0.005297907,0.00002917326],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904106,0.0006921264,0.005145419,0.00006246737,0.00001616198,0.00005298555,0.001910659,0.00005991192,0.001649611],"genre_scores_gemma":[0.9786951,0.001393083,0.01526891,0.0001982181,0.00001645479,0.0000852689,0.002171122,0.00006640622,0.002105481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004510546,"threshold_uncertainty_score":0.008968592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009964925324824753,"score_gpt":0.2108290332286002,"score_spread":0.2008641079037754,"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."}}