{"id":"W371348695","doi":"","title":"Patient outcomes, economic benefits associated with a heparin change in hemodialysis, and nurses' satisfaction.","year":2011,"lang":"en","type":"article","venue":"PubMed","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Capital District Health Authority","funders":"","keywords":"Hemodialysis; Medicine; Heparin; Extracorporeal; Adverse effect; Intensive care medicine; Patient satisfaction; Nursing; Surgery; Internal medicine","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":[0.003456944,0.0001353836,0.0002560899,0.001061533,0.0004171925,0.0008540741,0.0002691738,0.0004854958,0.004977974],"category_scores_gemma":[0.03306524,0.00009011912,0.001164649,0.001329465,0.0003394424,0.0006993125,0.0005537648,0.001011489,0.0002458003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001608064,"about_ca_system_score_gemma":0.0009557856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004102453,"about_ca_topic_score_gemma":0.00469783,"domain_scores_codex":[0.997277,0.00153339,0.0003086785,0.00008631263,0.000515393,0.0002793637],"domain_scores_gemma":[0.9792635,0.009298113,0.007347628,0.0003354494,0.001595262,0.002160055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009031416,0.0003548192,0.9810895,0.00006399883,0.0002205092,0.0001450886,0.00008374601,0.0005407155,0.00003230344,0.0002322966,0.001115508,0.01521824],"study_design_scores_gemma":[0.00004224959,0.0005720549,0.9963159,0.00003732836,0.0001293193,0.0002551896,0.0003284829,0.001231784,0.00005818157,0.0002771011,0.000738264,0.00001422396],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881214,0.001639312,0.0002377604,0.001956495,0.00007244654,0.00005015024,0.001821262,0.000007559426,0.006093632],"genre_scores_gemma":[0.9985953,0.0002455456,0.0001281495,0.0001422526,0.0000308062,0.0000193657,0.0005753828,0.000001669978,0.0002614846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004977974,"threshold_uncertainty_score":0.01828229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08145680438002405,"score_gpt":0.2283268684485065,"score_spread":0.1468700640684825,"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."}}