{"id":"W1588792047","doi":"10.1002/jhm.2403","title":"Improving patient satisfaction: Timely feedback to specific physicians is essential for success","year":2015,"lang":"en","type":"letter","venue":"Journal of Hospital Medicine","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Patient satisfaction; MEDLINE; Hospital medicine; Intensive care medicine; Family medicine; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008431788,0.0005856401,0.001563021,0.0006717909,0.0005541686,0.00002024231,0.0004178816,0.0009918349,0.0009969781],"category_scores_gemma":[0.000803359,0.0004704733,0.0003174389,0.000419651,0.0001361573,0.0003838718,0.0001278001,0.004554093,0.0002475813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001584093,"about_ca_system_score_gemma":0.0009090989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006551083,"about_ca_topic_score_gemma":0.00003920904,"domain_scores_codex":[0.993216,0.0004303284,0.00278845,0.0005514678,0.002016902,0.0009967881],"domain_scores_gemma":[0.9897431,0.0009298255,0.004395858,0.0005916675,0.003860691,0.0004788851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002127015,0.00002389932,0.01126696,0.0009619662,0.0001237388,0.0001031764,0.006503557,0.000005232137,0.00005839209,0.000006040489,0.9602385,0.02049582],"study_design_scores_gemma":[0.003001618,0.008562811,0.01577763,0.004869164,0.0002598641,0.00002848095,0.003694511,0.00001513611,0.0000560958,0.0004317597,0.9627023,0.0006006157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08925244,0.001304596,0.00184749,0.8490826,0.05398186,0.003419801,0.0004485562,0.00006195927,0.0006006797],"genre_scores_gemma":[0.1113569,0.0003244916,0.00312425,0.7472667,0.1337864,0.0004234565,0.0002507147,0.0004244545,0.00304267],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1018159,"threshold_uncertainty_score":0.9999163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04915361123823124,"score_gpt":0.3842495527189095,"score_spread":0.3350959414806783,"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."}}