{"id":"W4324057664","doi":"10.1186/s12913-022-08852-z","title":"Reliability and validity of an innovative high performing healthcare system assessment tool","year":2023,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Health informatics; Cronbach's alpha; Health administration; Nursing research; Health care; Reliability (semiconductor); Public health; Medicine; Construct validity; Knowledge management; Applied psychology; Nursing; Computer science; Psychology; Psychometrics; Patient satisfaction; Clinical psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.01963229,0.0001805579,0.0008193754,0.0007484352,0.0006695279,0.00007517077,0.0003682349,0.0002207051,0.00001903419],"category_scores_gemma":[0.00006558651,0.0001579384,0.00004980559,0.002344695,0.00009946469,0.0004244921,0.0002764899,0.0006067689,0.00008882181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008869659,"about_ca_system_score_gemma":0.0008347855,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0669879,"about_ca_topic_score_gemma":0.001440288,"domain_scores_codex":[0.9955233,0.0006215913,0.001728316,0.0007730902,0.0003362037,0.001017459],"domain_scores_gemma":[0.9973845,0.0001946295,0.000552861,0.0007919541,0.0006780397,0.0003979472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006291013,0.0001372845,0.8317247,0.05714336,0.00002220377,0.000006095164,0.008628337,0.00005813951,0.00001304542,0.08906882,0.00001894324,0.01311619],"study_design_scores_gemma":[0.0004410353,0.0007158103,0.9690522,0.0005061596,3.070129e-7,0.000004708137,0.01032878,0.01503652,0.00001556552,0.001940871,0.001794598,0.0001634541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995901,0.0004037424,0.00009192292,0.0008233742,0.0004048266,0.001364694,0.0003991344,0.000107909,0.0005033509],"genre_scores_gemma":[0.997622,0.0004186789,0.001209273,0.0001295615,0.0001980942,0.0001543351,0.0001076637,0.00003448865,0.0001259667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1373275,"threshold_uncertainty_score":0.9392251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1354189510853061,"score_gpt":0.4198911025967879,"score_spread":0.2844721515114818,"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."}}