{"id":"W2042732503","doi":"10.1111/j.1492-7535.2005.01124.x","title":"Essentials of water treatment in hemodialysis","year":2005,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Dialysis; Apheresis; Center (category theory); Family medicine; Library science; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001690239,0.0001890927,0.0003905979,0.001076521,0.0009695911,0.001125715,0.0005166887,0.000806666,0.0030289],"category_scores_gemma":[0.005458164,0.0001773728,0.0002999225,0.0006983558,0.001321764,0.001432949,0.0009678002,0.001735085,0.0002772712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001285183,"about_ca_system_score_gemma":0.0042261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002692471,"about_ca_topic_score_gemma":0.005831645,"domain_scores_codex":[0.9984535,0.0005919102,0.0002822086,0.00006909214,0.0004650119,0.0001382344],"domain_scores_gemma":[0.9972179,0.001023523,0.0004699736,0.0002061742,0.0004952172,0.0005872734],"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":[0.001354409,0.001650289,0.1114191,0.00371541,0.0002054346,0.005457462,0.004399683,0.0007824647,0.01000608,0.1394636,0.05919418,0.6623518],"study_design_scores_gemma":[0.0001166552,0.00111867,0.1600257,0.002684904,0.0002634565,0.01104467,0.004412453,0.001112832,0.007663023,0.09249903,0.7189709,0.00008775139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.306741,0.2819445,0.01026694,0.1827409,0.008953012,0.0002672947,0.0007058531,0.0003006223,0.2080799],"genre_scores_gemma":[0.889809,0.08219445,0.006763649,0.007268373,0.004168229,0.0001029486,0.0002120395,0.00006168635,0.009419682],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0030289,"threshold_uncertainty_score":0.01013267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470398733675717,"score_gpt":0.2816683077643363,"score_spread":0.2669643204275791,"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."}}