{"id":"W1585618140","doi":"10.1159/000085458","title":"Selected Lessons Learned from the Dialysis Outcomes and Practice Patterns Study (DOPPS)","year":2005,"lang":"en","type":"review","venue":"Contributions to nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Amgen","keywords":"Medicine; Observational study; Dialysis; Depression (economics); Longitudinal study; Hemodialysis; Intensive care medicine; Family medicine; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008743479,0.0004897101,0.002418238,0.0002807441,0.0003221877,0.0001095707,0.0003130686,0.0002787796,0.000309064],"category_scores_gemma":[0.004464412,0.0002848654,0.0005268641,0.0008560931,0.00009514578,0.00006002097,0.0003973384,0.0005583689,0.0003152248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002126282,"about_ca_system_score_gemma":0.0003171579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004163152,"about_ca_topic_score_gemma":0.0004774015,"domain_scores_codex":[0.9959173,0.001715367,0.000763188,0.0007919042,0.0003253783,0.0004868778],"domain_scores_gemma":[0.9948307,0.003051613,0.0003642719,0.0009982426,0.0004508029,0.0003044257],"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":[0.0001243721,0.001322398,0.0006723693,0.0001737362,0.009354287,0.0001562442,0.0002551126,0.000002494195,9.806854e-7,0.0003571775,0.00850862,0.9790722],"study_design_scores_gemma":[0.001199347,0.0002228379,0.01626709,0.0003123271,0.03664871,0.00002909725,0.000187232,0.000005158043,3.669555e-8,0.00001635675,0.9448652,0.000246658],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003565276,0.9381555,0.0005925713,0.05539856,0.0001605102,0.003553293,0.001417142,0.00009708192,0.0002688579],"genre_scores_gemma":[0.004188382,0.9867466,0.00006464317,0.005602675,0.0006319784,0.0008305805,0.001297109,0.00004527337,0.000592733],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9788256,"threshold_uncertainty_score":0.9999604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07127478973105661,"score_gpt":0.4149573894538797,"score_spread":0.3436825997228231,"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."}}