{"id":"W4229457589","doi":"10.1097/nan.0000000000000466","title":"Development of a Quality Assessment Tool for Outpatient Infusion Clinics: A Literature Review and Pilot Survey","year":2022,"lang":"en","type":"review","venue":"Journal of Infusion Nursing","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arthritis Society; Spinal Cord Injury BC; University of British Columbia","funders":"","keywords":"Medicine; Outpatient clinic; Patient satisfaction; Quality (philosophy); Ambulatory care; Quality management; Family medicine; Medical emergency; Nursing; Health care; Operations management; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01516114,0.000502123,0.003713429,0.000646322,0.001098692,0.00001798217,0.0003525119,0.0004767009,0.0003260585],"category_scores_gemma":[0.003836123,0.000383159,0.0004917886,0.0007189723,0.00005569173,0.0002211754,0.0002574122,0.003021903,0.000002556781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002216503,"about_ca_system_score_gemma":0.005067122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001610541,"about_ca_topic_score_gemma":0.00002333984,"domain_scores_codex":[0.9835019,0.006463046,0.00802553,0.0004179293,0.001113749,0.0004778337],"domain_scores_gemma":[0.9798924,0.005399512,0.0123026,0.0004756294,0.001664994,0.000264925],"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":[0.0001461734,0.0001761873,0.002830597,0.171846,0.00008952541,0.000001994636,0.002059948,2.650503e-7,7.611567e-7,0.00004716736,0.00231516,0.8204862],"study_design_scores_gemma":[0.0006998365,0.000828701,0.01012772,0.345935,0.0004451306,0.00002317467,0.000262979,0.000001754901,7.252319e-8,0.00003822612,0.641364,0.0002733121],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001375133,0.9890079,0.0004306729,0.000170677,0.003709699,0.004777308,0.0004310287,0.00001655429,0.00008098556],"genre_scores_gemma":[0.00002059699,0.9828866,0.01555114,0.000511447,0.0001911777,0.000307119,0.0003985613,0.00006596754,0.00006746477],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8202129,"threshold_uncertainty_score":0.999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3673023239649633,"score_gpt":0.5791717124250387,"score_spread":0.2118693884600755,"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."}}