{"id":"W2067503877","doi":"10.1038/sj.ki.5000374","title":"Follow-up of patients with contrast-induced nephropathy","year":2006,"lang":"en","type":"article","venue":"Kidney International","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Contrast (vision); Nephropathy; Contrast-induced nephropathy; Internal medicine; Endocrinology; Computer science; Diabetes mellitus; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001128514,0.0001397828,0.0002280651,0.0001964856,0.00003364659,0.00001754311,0.0001969122,0.00007265117,0.001448076],"category_scores_gemma":[0.0003942069,0.0001085954,0.00008523047,0.0001605075,0.00008821995,0.0001010428,0.00005311216,0.0001801476,0.00007093007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001187334,"about_ca_system_score_gemma":0.0003731758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001436958,"about_ca_topic_score_gemma":0.000009216452,"domain_scores_codex":[0.9982513,0.00002421069,0.0003075616,0.0002286042,0.0009565584,0.0002317986],"domain_scores_gemma":[0.9986018,0.00004241174,0.0001213245,0.0002268133,0.0007482856,0.0002593831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002396928,0.0008435703,0.7219246,0.00003927505,0.0003794445,0.00003464509,0.00008416631,4.653645e-7,0.02064399,0.002196941,0.2494245,0.002031506],"study_design_scores_gemma":[0.02403165,0.001190938,0.813126,0.0001794577,0.0001373926,0.00002468608,0.00004508845,0.0003135183,0.03409676,0.0002982112,0.1262753,0.000281022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9490565,0.00000620599,0.00033597,0.004819852,0.0005771879,0.0004165122,0.0008153596,0.00004768224,0.04392472],"genre_scores_gemma":[0.9916079,0.000001476373,0.001045479,0.001104308,0.0002932804,0.00003297395,0.001369517,0.00002735672,0.004517719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1231492,"threshold_uncertainty_score":0.9994648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154842228564886,"score_gpt":0.2704680900467124,"score_spread":0.2589196677610635,"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."}}