{"id":"W2016873355","doi":"10.1097/00041552-200411000-00002","title":"The science and art of clinical nephrology: perspectives in 2004","year":2004,"lang":"en","type":"article","venue":"Current Opinion in Nephrology & Hypertension","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"University hospital; Columbia university; Medicine; Kidney disease; Nephrology; Internal medicine; General surgery; Family medicine; Sociology; Media studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001803927,0.0001332064,0.0004635342,0.0002516111,0.0001072613,0.000007955604,0.0001484888,0.0001509735,0.000003552665],"category_scores_gemma":[0.001212389,0.00008243865,0.00008063055,0.0004575816,0.002359437,0.00009246238,0.0001503808,0.0004906954,0.00001179538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005714083,"about_ca_system_score_gemma":0.0003417527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001933595,"about_ca_topic_score_gemma":0.00001486491,"domain_scores_codex":[0.9982838,0.0001485405,0.0005392065,0.0004445882,0.0002575834,0.0003262702],"domain_scores_gemma":[0.9990232,0.0002214576,0.0001169753,0.0003181312,0.0002399225,0.00008029133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00695989,0.0060764,0.6445149,0.0005317081,0.000170326,0.0002464954,0.005131404,0.0005289331,0.1118347,0.03121222,0.01523033,0.1775626],"study_design_scores_gemma":[0.004418964,0.0007096068,0.9713866,0.0002529467,0.00001983498,0.0003799476,0.0006389059,0.0003234428,0.0001781805,0.002052181,0.01953124,0.0001081349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727263,0.0177906,0.00002625692,0.007832435,0.001189289,0.0003485743,9.260707e-7,0.00001842744,0.00006717005],"genre_scores_gemma":[0.9845833,0.01459164,0.0002378705,0.0003765945,0.0001753891,0.00001801632,0.000003773845,0.000007293402,0.000006127118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3268717,"threshold_uncertainty_score":0.8693445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1130078832801973,"score_gpt":0.3923036525112042,"score_spread":0.2792957692310069,"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."}}