{"id":"W2152089285","doi":"10.1111/j.1542-4758.2007.00230.x","title":"What is a surrogate marker for optimal dialysis?","year":2007,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surrogate endpoint; Hemodialysis; Dialysis; Intensive care medicine; 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":[0.006492368,0.0004541416,0.001842483,0.001291361,0.0003309295,0.001355011,0.0004333914,0.001121015,0.0008842095],"category_scores_gemma":[0.02664457,0.000166214,0.0005141429,0.001627744,0.0006788106,0.00149568,0.0004292179,0.0009781776,0.0003782973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004586752,"about_ca_system_score_gemma":0.0005581468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004440099,"about_ca_topic_score_gemma":0.00048122,"domain_scores_codex":[0.9970167,0.001810358,0.000512047,0.000256648,0.0003040135,0.000100292],"domain_scores_gemma":[0.9750065,0.01277498,0.008059752,0.001322023,0.001626987,0.001209802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001309859,0.0001098907,0.958055,0.0003406656,0.0003634603,0.0001064298,0.0001028053,0.0009606839,0.0007565298,0.0007321864,0.001355053,0.03580749],"study_design_scores_gemma":[0.0001164104,0.003124337,0.9595041,0.0006173712,0.0007787333,0.002686963,0.0007686584,0.01352096,0.003066575,0.006247885,0.009431461,0.0001365029],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9054893,0.04885272,0.03044106,0.006435421,0.0005526607,0.0001160392,0.002816703,0.0001710911,0.005124914],"genre_scores_gemma":[0.9923943,0.00169464,0.004576093,0.0003754726,0.0002030687,0.00005255768,0.0005510693,0.00001419776,0.0001385603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006492368,"threshold_uncertainty_score":0.03433532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01721626672003427,"score_gpt":0.3009357802022027,"score_spread":0.2837195134821685,"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."}}