{"id":"W1989577572","doi":"10.1258/095148403762539112","title":"Hospital efficiency and patient satisfaction","year":2003,"lang":"en","type":"article","venue":"Health Services Management Research","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Toronto","funders":"","keywords":"Patient satisfaction; Christian ministry; Medicine; Health care; Family medicine; Sample (material); Sample size determination; Affect (linguistics); Nursing; Psychology; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002757794,0.0002042481,0.000276277,0.0005722848,0.003169646,0.00003276593,0.0001508661,0.0001487581,0.0005781756],"category_scores_gemma":[0.00004551245,0.0001942395,0.00003180339,0.0009224726,0.00008751891,0.0002652089,0.0002801587,0.001080184,0.0007627844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007730889,"about_ca_system_score_gemma":0.000247031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00582197,"about_ca_topic_score_gemma":0.001431516,"domain_scores_codex":[0.9930311,0.002689781,0.0008291153,0.0006765004,0.001247343,0.001526164],"domain_scores_gemma":[0.9977649,0.0004488387,0.0002996147,0.0005874173,0.0003812437,0.0005179602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003476821,0.00006744473,0.9028472,0.007442987,0.00002314443,0.000008468542,0.01079786,0.00001189568,0.000002040652,0.03774145,0.003696036,0.03732668],"study_design_scores_gemma":[0.0007924276,0.0006429536,0.8730522,0.0007276427,0.000004228305,0.000001357902,0.04278128,0.0001423208,0.000003032683,0.002091257,0.07956584,0.0001955018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491155,0.001617085,0.0001441267,0.00416513,0.001654234,0.005626602,0.00001782504,0.0002194462,0.03744011],"genre_scores_gemma":[0.9938061,0.001797022,0.0007546262,0.00210476,0.00005866117,0.0008170258,0.00001218377,0.00003735209,0.0006122548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0758698,"threshold_uncertainty_score":0.9981281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07817691450932718,"score_gpt":0.4749588174029926,"score_spread":0.3967819028936654,"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."}}