{"id":"W1985585075","doi":"10.1681/asn.2007060643","title":"Hemoglobin Variability in Dialysis Patients","year":2007,"lang":"en","type":"letter","venue":"Journal of the American Society of Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Context (archaeology); Medicine; Clinical Practice; Hemoglobin; Anemia; Dialysis; Stability (learning theory); Statistics; Mathematics; Internal medicine; Computer science; Physical therapy; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00156813,0.0001371957,0.0004348309,0.0009812103,0.0004578645,0.0008258055,0.0003184892,0.0004792666,0.00171962],"category_scores_gemma":[0.01210235,0.00007918832,0.0003374324,0.002147224,0.0002259058,0.000632493,0.0006803063,0.001112423,0.0002577999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009307212,"about_ca_system_score_gemma":0.0003878836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002610274,"about_ca_topic_score_gemma":0.001371088,"domain_scores_codex":[0.9980153,0.0006158525,0.0003686224,0.0003053667,0.0005891527,0.0001057438],"domain_scores_gemma":[0.9944508,0.001556138,0.002486187,0.0002363885,0.0008141366,0.0004563481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004421733,0.00006437392,0.9396242,0.0001572815,0.000181613,0.0003144528,0.0005036069,0.0006810685,0.0002454355,0.001114762,0.00560131,0.05106972],"study_design_scores_gemma":[0.00001959782,0.0002370442,0.9806707,0.0002510638,0.00008089687,0.002311142,0.0005303915,0.002237002,0.0003382652,0.002448748,0.01083913,0.00003604184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9243553,0.03266186,0.007100374,0.006050105,0.0007452175,0.0001327514,0.005658362,0.0001066594,0.02318931],"genre_scores_gemma":[0.9943691,0.002453238,0.0008252567,0.0006196477,0.0002306845,0.00005414096,0.00089629,0.00001550367,0.0005361398],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.002610274,"threshold_uncertainty_score":0.008293152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01068088568927551,"score_gpt":0.2620477572953795,"score_spread":0.251366871606104,"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."}}