{"id":"W2068156207","doi":"10.4103/0971-4065.73450","title":"Development of practice guidelines for hemodialysis in Egypt","year":2010,"lang":"en","type":"article","venue":"Indian Journal of Nephrology","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Society of Nephrology","keywords":"Medicine; Delphi method; Documentation; Hemodialysis; Health care; Family medicine; Clinical Practice; Surgery; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.08835606,0.0008668115,0.001147023,0.008947848,0.002322029,0.005382505,0.00383211,0.003219851,0.004545676],"category_scores_gemma":[0.09720374,0.0007206268,0.001716037,0.007128114,0.001782772,0.004688391,0.005163455,0.004360243,0.001667673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01248865,"about_ca_system_score_gemma":0.07396813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01028169,"about_ca_topic_score_gemma":0.01979135,"domain_scores_codex":[0.9301813,0.04173175,0.01618772,0.001335151,0.008770888,0.001793217],"domain_scores_gemma":[0.8856469,0.02756988,0.01523449,0.003584036,0.06313834,0.004826412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001709739,0.001067823,0.01212526,0.02913489,0.000183939,0.00172622,0.03198432,0.002572563,0.002643022,0.03875182,0.1800104,0.6996288],"study_design_scores_gemma":[0.0003928236,0.0004042344,0.02147651,0.1071459,0.0002604107,0.001634612,0.03376668,0.003176215,0.002620511,0.03251775,0.796371,0.0002333389],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.07367551,0.1020129,0.1898759,0.3591357,0.007903525,0.1076144,0.007322868,0.001440134,0.1510191],"genre_scores_gemma":[0.1075882,0.04533706,0.799444,0.009629188,0.0003878074,0.02465443,0.003911446,0.0001237067,0.008924235],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08835606,"threshold_uncertainty_score":0.4672771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2046885647690458,"score_gpt":0.5079789693078396,"score_spread":0.3032904045387939,"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."}}