{"id":"W1555092215","doi":"10.1002/hpm.2201","title":"How do hospitalization experience and institutional characteristics influence inpatient satisfaction? A multilevel approach","year":2013,"lang":"en","type":"article","venue":"The International Journal of Health Planning and Management","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"Scuola Superiore Sant'Anna","keywords":"Benchmarking; Proxy (statistics); Residence; Patient satisfaction; Multilevel model; Health care; Medicine; Case mix index; Nursing; Family medicine; Psychology; Business; Demography; Political science","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":[0.005140367,0.000492767,0.0009304778,0.001916674,0.000898099,0.001850126,0.001293626,0.001026065,0.005056862],"category_scores_gemma":[0.01227979,0.0004299269,0.003100852,0.001921756,0.0008082915,0.001267809,0.002490388,0.001509311,0.0004154518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007883391,"about_ca_system_score_gemma":0.001017717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01519043,"about_ca_topic_score_gemma":0.01319844,"domain_scores_codex":[0.9934009,0.004307751,0.0003197517,0.0006523681,0.0005143575,0.0008049025],"domain_scores_gemma":[0.9894442,0.006023405,0.001740429,0.00114828,0.0005475859,0.00109608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001041656,0.00006816171,0.9947965,0.00002239768,0.0008026746,0.00005210469,0.0003454968,0.0002411397,0.00007655555,0.0002102011,0.0001535909,0.003127214],"study_design_scores_gemma":[0.00001208236,0.0003467715,0.9906495,0.0000602244,0.0004677883,0.0001041565,0.001189321,0.00587863,0.0001060165,0.0007985231,0.0003665268,0.00002047259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940068,0.0006440827,0.002555485,0.0007476298,0.0000206604,0.00006291743,0.0007005802,0.00002671335,0.001235176],"genre_scores_gemma":[0.9985683,0.00009237658,0.0007222333,0.00005987099,0.00001339881,0.00003943544,0.0002716295,0.000007437189,0.0002252528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01519043,"threshold_uncertainty_score":0.030204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05987509651670245,"score_gpt":0.3899345085394268,"score_spread":0.3300594120227243,"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."}}