{"id":"W4308441130","doi":"10.1111/jels.12338","title":"Should patients use online reviews to pick their doctors and hospitals?","year":2022,"lang":"en","type":"article","venue":"Journal of Empirical Legal Studies","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Sanctions; Malpractice; Discipline; Control (management); Medical record; Family medicine; Uncorrelated; Medicine; Medical malpractice; Service (business); Psychology; Actuarial science; Business; Medical emergency; Medical education; Political science; Law; Economics; Surgery; Management; Marketing","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":[0.00296294,0.0001529968,0.0003141944,0.0006564848,0.0004409374,0.001878408,0.0002626852,0.0005185545,0.006354797],"category_scores_gemma":[0.04462573,0.0001333535,0.0002858066,0.0008200852,0.0002879844,0.001151553,0.0005795501,0.0005337239,0.001221033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003617752,"about_ca_system_score_gemma":0.0005085052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001632962,"about_ca_topic_score_gemma":0.002900845,"domain_scores_codex":[0.9966059,0.00211498,0.0003120739,0.000185576,0.0006051597,0.0001763182],"domain_scores_gemma":[0.9592573,0.01892494,0.01470263,0.001346703,0.003244384,0.002524016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004550454,0.0003334665,0.9259123,0.000100101,0.00008212888,0.00008116935,0.001092165,0.0001390166,0.0002462562,0.0001717498,0.006019406,0.06536715],"study_design_scores_gemma":[0.00009351819,0.0007976581,0.9807225,0.0001165739,0.00009362723,0.00050475,0.007124214,0.001929548,0.0006496069,0.0005523154,0.00737703,0.00003866597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867378,0.0007101374,0.0007206058,0.003371596,0.0000736493,0.00007063647,0.0006528571,0.00005453868,0.007608288],"genre_scores_gemma":[0.9975092,0.0001903595,0.0007473851,0.0006877877,0.00006261623,0.00002306158,0.0001933723,0.000006299168,0.0005798432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006354797,"threshold_uncertainty_score":0.02125895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3887285531217053,"score_gpt":0.5413272086344832,"score_spread":0.152598655512778,"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."}}