{"id":"W1946617306","doi":"10.1111/j.1542-4758.2011.00551.x","title":"Hospitalizations before and after initiation of chronic hemodialysis","year":2011,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Confidence interval; Internal medicine; Malignancy; Surgery","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":[0.0009168652,0.0002018198,0.0003791391,0.00101863,0.0004212866,0.0008714994,0.0003472957,0.0006720562,0.001107081],"category_scores_gemma":[0.005929172,0.0002534249,0.0008865788,0.001086183,0.0003298941,0.0007675875,0.0004961104,0.0009558166,0.0001639014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004743652,"about_ca_system_score_gemma":0.0003603708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004161183,"about_ca_topic_score_gemma":0.004964054,"domain_scores_codex":[0.9986392,0.000384134,0.0001972484,0.0002638174,0.0002609978,0.0002546991],"domain_scores_gemma":[0.9924625,0.00177281,0.003885456,0.0003641108,0.0003332314,0.001181823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008083626,0.00001015242,0.9991634,0.000004189231,0.00003435475,0.00003270755,0.0000347893,0.0000178969,0.00003778814,0.000007529455,0.00003238158,0.0005440856],"study_design_scores_gemma":[0.000001258693,0.00003170415,0.999675,0.000003998524,0.000007650929,0.0001227042,0.00005593642,0.00004490727,0.00001264999,0.000008259241,0.00003344397,0.000002449814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985972,0.0005720103,0.00006861857,0.00005312301,0.00001387236,0.000003711579,0.0002657805,0.000004444191,0.0004211654],"genre_scores_gemma":[0.9993655,0.0001293306,0.0000392718,0.00002019088,0.00002250261,0.000002931771,0.0003635477,0.000001492392,0.00005531792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004161183,"threshold_uncertainty_score":0.0082739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01214169133520602,"score_gpt":0.2477451597050487,"score_spread":0.2356034683698427,"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."}}