{"id":"W2768478994","doi":"10.1111/hdi.12603","title":"Clinical parameters before and after the transition to dialysis","year":2017,"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":"Dialysis; Medicine; Intensive care medicine; Kidney disease; Hemodialysis; Internal medicine; Emergency 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":[0.0005543496,0.0001538783,0.0003966376,0.0006481622,0.000379286,0.0008531334,0.0002433577,0.000306817,0.002006143],"category_scores_gemma":[0.002398989,0.00007107604,0.0003512686,0.0009779205,0.0001950278,0.0004010207,0.0004396457,0.0007605695,0.000363609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004597135,"about_ca_system_score_gemma":0.0008294963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003596934,"about_ca_topic_score_gemma":0.003306353,"domain_scores_codex":[0.9994162,0.00008883245,0.00009660767,0.0001343974,0.0001455544,0.000118399],"domain_scores_gemma":[0.9972693,0.0003763809,0.001424073,0.0001018315,0.0004016625,0.0004266069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002328729,0.00004165815,0.9939249,0.00004277614,0.00003802986,0.00007511149,0.0001029331,0.00008873243,0.0002662527,0.0000475424,0.0003458582,0.004793291],"study_design_scores_gemma":[0.000002705623,0.00009306772,0.998632,0.00001537824,0.0000119043,0.0002044172,0.0001063054,0.00005034123,0.0001372829,0.00004333404,0.0006987232,0.000004546466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899367,0.001426116,0.0004770261,0.0002512418,0.0000282944,0.00003893531,0.005110978,0.00003248067,0.002698181],"genre_scores_gemma":[0.9961035,0.0003951623,0.0003144841,0.00008163381,0.00002224405,0.0000262256,0.00259705,0.000003888197,0.000455918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003596934,"threshold_uncertainty_score":0.007151961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223230678891567,"score_gpt":0.3244842170795091,"score_spread":0.3021611491903524,"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."}}