{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009280025,0.0002017522,0.0007613315,0.000196484,0.001248256,0.00001181587,0.0001735493,0.00006490889,0.0001470296],"category_scores_gemma":[0.003379686,0.000134332,0.0001381398,0.0003755381,0.00005536542,0.0003221204,0.0005373492,0.001392737,0.00001705311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006717496,"about_ca_system_score_gemma":0.0001356891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001228662,"about_ca_topic_score_gemma":0.0001415578,"domain_scores_codex":[0.9961255,0.001199996,0.001508053,0.0002137705,0.000565526,0.0003871547],"domain_scores_gemma":[0.996729,0.001240665,0.0008961471,0.0001828897,0.0006451635,0.0003061905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001051936,0.00007614897,0.8569428,0.0000972813,0.00006193242,0.000006436397,0.005658411,0.00001170042,0.000002903099,0.0000282173,0.134261,0.002747946],"study_design_scores_gemma":[0.000390129,0.0008639931,0.5697954,0.0001382277,0.00002019126,0.000002878335,0.003434587,0.000001524826,6.913597e-7,0.00006656317,0.4251965,0.00008938582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759287,0.005390681,0.00001143209,0.01488678,0.002793557,0.0007754286,0.0001242522,0.00001760342,0.00007158615],"genre_scores_gemma":[0.9793559,0.002794681,0.0007858864,0.0157189,0.0005219576,0.0001008314,0.000007607976,0.00002791229,0.0006863267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2909355,"threshold_uncertainty_score":0.9600705,"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."}}