{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00359991,0.0001789798,0.0003514276,0.00172341,0.0004712004,0.001333444,0.0002140165,0.0003350041,0.002858197],"category_scores_gemma":[0.06999192,0.000111177,0.0003646987,0.001861309,0.0003854902,0.0008165789,0.0007086205,0.0005419723,0.0003925947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00084738,"about_ca_system_score_gemma":0.0004832425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002397686,"about_ca_topic_score_gemma":0.004424751,"domain_scores_codex":[0.9924467,0.003920877,0.001030186,0.0005314474,0.001790221,0.0002804501],"domain_scores_gemma":[0.8731739,0.06417098,0.04948079,0.001527846,0.009537525,0.002108978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004435395,0.00008364994,0.9710128,0.0001536946,0.0001423812,0.0001194019,0.001679275,0.0002088093,0.0003896294,0.0002030838,0.001758248,0.02380542],"study_design_scores_gemma":[0.000007901392,0.000173631,0.9941215,0.00004135858,0.00004016337,0.0002671639,0.001613051,0.001140683,0.0003176101,0.0001731288,0.002086314,0.00001749939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915239,0.0007834264,0.0007228535,0.001039717,0.00003626042,0.0000469916,0.001073752,0.00002225317,0.004750859],"genre_scores_gemma":[0.9983492,0.0001595566,0.0004287579,0.0001454844,0.00004672711,0.00002209665,0.0004877058,0.00000476957,0.0003555536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00359991,"threshold_uncertainty_score":0.01903838,"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."}}