{"id":"W1971491658","doi":"10.1111/j.1542-4758.2008.00263.x","title":"A new safety device for hemodialysis","year":2008,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; ALARM; Dialysis; Hemodialysis; Economic shortage; Accidental; Surgery; Feeling","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002408707,0.0002098679,0.0004622899,0.0003806562,0.0001594231,0.00003604364,0.0002416602,0.00007869099,0.001726093],"category_scores_gemma":[0.0002308281,0.0001810341,0.0008233799,0.0003650672,0.00004859742,0.0001203595,0.00008546727,0.00008723757,0.0002321223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001883094,"about_ca_system_score_gemma":0.0002011089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008220237,"about_ca_topic_score_gemma":0.00002065079,"domain_scores_codex":[0.9980808,0.00002933602,0.0004906003,0.0004551807,0.0006821025,0.0002619794],"domain_scores_gemma":[0.9988437,0.0001123155,0.0001429812,0.0003687705,0.0002298779,0.0003023288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00580492,0.002558886,0.0614131,0.0002067451,0.01511264,0.00058633,0.001768597,0.001776533,0.007121045,0.01373316,0.5558726,0.3340455],"study_design_scores_gemma":[0.009967441,0.0001762802,0.06127652,0.00009376982,0.00304955,0.0001335877,0.0001093094,0.0171191,0.003500251,0.001468553,0.9024251,0.0006805424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.238205,0.0006905622,0.5165887,0.02426335,0.00239076,0.002180405,0.0002325276,0.0004690719,0.2149795],"genre_scores_gemma":[0.9281242,0.0002854549,0.03591503,0.003013985,0.001943275,0.0001039381,0.0009177438,0.00004507237,0.02965128],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6899192,"threshold_uncertainty_score":0.9991865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02630336441476286,"score_gpt":0.2869901324987921,"score_spread":0.2606867680840292,"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."}}