{"id":"W2402132431","doi":"10.1111/hdi.12430","title":"Results of human factors testing in a novel Hemodialysis system designed for ease of patient use","year":2016,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Session (web analytics); Dialysis; Patient safety; Physical therapy; Intensive care medicine; Health care; Medical emergency; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002245521,0.0004252929,0.0001744914,0.0003048335,0.0003324635,0.0003164906,0.0003295706,0.0003305997,0.002477028],"category_scores_gemma":[0.008950408,0.0001405513,0.0002653907,0.0001321877,0.0003260516,0.0002830005,0.0004343037,0.0002327197,0.0004712361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002707232,"about_ca_system_score_gemma":0.0005122772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001465897,"about_ca_topic_score_gemma":0.001361918,"domain_scores_codex":[0.9978111,0.000932364,0.0002124222,0.000370846,0.0005082543,0.0001649187],"domain_scores_gemma":[0.9897872,0.005718361,0.0006595101,0.000907275,0.002381648,0.0005459853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004758349,0.004157369,0.4883298,0.0005328353,0.0001581642,0.001091807,0.01206311,0.002807528,0.1761711,0.0002523709,0.003826759,0.3058507],"study_design_scores_gemma":[0.0001537533,0.01969614,0.8896213,0.00009311632,0.0001389023,0.001335381,0.002997444,0.007828322,0.0724688,0.0002000285,0.00537189,0.00009494944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936756,0.00004194234,0.00497359,0.00006097222,0.0000244609,0.0001665729,0.0001509327,0.0001171186,0.0007887747],"genre_scores_gemma":[0.9910979,0.00002603659,0.00762422,0.00006981867,0.00001279101,0.0001082495,0.0001298053,0.00001722089,0.0009140308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002477028,"threshold_uncertainty_score":0.01187557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05237588249378224,"score_gpt":0.2860533443544613,"score_spread":0.233677461860679,"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."}}