{"id":"W2406898480","doi":"10.1159/000424215","title":"Efficiency and Biocompatibility of Membranes","year":2015,"lang":"en","type":"review","venue":"Contributions to nephrology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Medicine; Biocompatibility; Membrane; Chemical engineering; Biochemistry; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006393734,0.0002558203,0.001229057,0.0001548622,0.00008527152,0.0000101835,0.0004399913,0.0003962993,0.0004551568],"category_scores_gemma":[0.0007272229,0.0002075079,0.0001158626,0.0006433108,0.0007226962,0.00005730075,0.0005386483,0.0002073116,0.0005673854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001978925,"about_ca_system_score_gemma":0.00009562309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006798184,"about_ca_topic_score_gemma":0.00004865031,"domain_scores_codex":[0.9982136,0.0002306932,0.0005901751,0.0004908638,0.0001699284,0.0003047551],"domain_scores_gemma":[0.9987091,0.0002276852,0.0002575966,0.0006196342,0.00005453506,0.0001314531],"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":[0.00001649161,0.0001671384,0.00006009985,0.001531311,0.00006402103,0.000004877974,0.00009080739,0.00008340049,0.0001289993,0.002477944,0.01019852,0.9851764],"study_design_scores_gemma":[0.0001446362,0.000136604,0.00003183318,0.0000970968,0.0001402795,0.00002640594,0.000006321703,0.00002856716,0.00004455443,0.0005546708,0.9986144,0.0001746007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005912361,0.99543,0.0007890906,0.0002509174,0.00009673514,0.001343763,0.000332976,0.0001120201,0.001053257],"genre_scores_gemma":[0.001397555,0.9977514,0.0003557951,0.0000894269,0.00002430987,0.0001743578,0.00006828909,0.000014217,0.0001246839],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9884159,"threshold_uncertainty_score":0.8461928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03277657578467342,"score_gpt":0.3460588496297816,"score_spread":0.3132822738451082,"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."}}