{"id":"W2950750280","doi":"10.1017/s1463423619000094","title":"Validation of a tool to assess patient satisfaction, waiting times, healthcare utilization, and cost","year":2019,"lang":"en","type":"article","venue":"Primary Health Care Research & Development","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary; Mount Royal University","funders":"University of Calgary","keywords":"Construct validity; Health care; Intraclass correlation; Patient satisfaction; Medicine; Reliability (semiconductor); Face validity; Patient experience; Validity; Physical therapy; Quality (philosophy); Quality management; Family medicine; Psychology; Psychometrics; Nursing; Clinical psychology; Operations management","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.003870053,0.0003059832,0.0006744671,0.0008483208,0.001943267,0.00002665062,0.0001946247,0.0002694699,0.0004286873],"category_scores_gemma":[0.0007796121,0.0003162267,0.00004225289,0.001196137,0.00006585057,0.000332046,0.000516156,0.001215496,0.0003928705],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006263382,"about_ca_system_score_gemma":0.01083294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003284404,"about_ca_topic_score_gemma":0.000751161,"domain_scores_codex":[0.9905408,0.002868289,0.002103279,0.0008735546,0.002111545,0.001502547],"domain_scores_gemma":[0.9929929,0.001260688,0.0006705722,0.0006328709,0.003634096,0.0008088149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001486928,0.00002022528,0.6967595,0.007190304,0.00002302594,0.00000121429,0.0277614,0.00002563985,0.00009093061,0.001211576,0.00711833,0.2596492],"study_design_scores_gemma":[0.0009080646,0.0005187258,0.8731218,0.001654916,0.000003357165,0.000003185671,0.01494189,0.00002857187,0.0006294351,0.0001193846,0.1077265,0.0003441805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764067,0.002025472,0.0003540734,0.007269238,0.001084827,0.01051115,0.0001487833,0.0001527913,0.002046963],"genre_scores_gemma":[0.986048,0.0008948393,0.007124345,0.003383352,0.00009659484,0.001677412,0.0004829752,0.00007596458,0.0002165452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.259305,"threshold_uncertainty_score":0.999929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1881923300537165,"score_gpt":0.4892389064716954,"score_spread":0.3010465764179789,"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."}}