{"id":"W3033675993","doi":"10.1002/hec.4028","title":"Concierge care and patient reviews","year":2020,"lang":"en","type":"article","venue":"Health Economics","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Interpersonal communication; Context (archaeology); Quality (philosophy); Psychology; Health care; Sentiment analysis; Medicine; Family medicine; Social psychology; Computer science; Artificial intelligence; History","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":[0.0002156359,0.000158707,0.0004808035,0.00003961194,0.0007434659,0.000005286491,0.00007811796,0.0001335241,0.0003188974],"category_scores_gemma":[0.0001893453,0.0001612059,0.00004455263,0.00007903552,0.00003499055,0.0001125444,0.0000976044,0.0005101747,0.0007577696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005073135,"about_ca_system_score_gemma":0.0007255716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004161138,"about_ca_topic_score_gemma":0.0003463526,"domain_scores_codex":[0.9974649,0.0004882819,0.001106214,0.0003786361,0.00005187211,0.0005101167],"domain_scores_gemma":[0.9981446,0.0001867637,0.000620208,0.0002441505,0.00007451879,0.0007298175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006062983,0.000005900172,0.5814028,0.005037487,0.000009490994,9.048666e-7,0.07746605,0.00001625079,0.000001550983,0.003438915,0.06873585,0.2638241],"study_design_scores_gemma":[0.0004594918,0.0003398998,0.02416486,0.0001498361,0.000002968928,8.248587e-7,0.007668329,0.0002380589,0.000001670242,0.00005044381,0.966777,0.0001466347],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9178761,0.030544,0.00007681601,0.03821507,0.002347636,0.004331451,0.0003150485,0.0002040727,0.006089762],"genre_scores_gemma":[0.7592966,0.03511841,0.002487247,0.201793,0.0005399177,0.0005394038,0.0001000737,0.00006649858,0.00005886738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8980411,"threshold_uncertainty_score":0.9739848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.187997168479077,"score_gpt":0.4374260039332679,"score_spread":0.249428835454191,"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."}}