{"id":"W4399564382","doi":"10.1016/j.jpurol.2024.06.001","title":"Sentiment analysis of U.S. News & World Report Best Children's Hospital urology rankings: A difference in positivity between the public and academic worlds","year":2024,"lang":"en","type":"article","venue":"Journal of Pediatric Urology","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Pediatric urology; Benchmarking; Urology; Quality (philosophy); Family medicine; Pediatrics; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001645847,0.0001901343,0.0002426015,0.002006203,0.0006923985,0.001892334,0.0001422819,0.0002662196,0.004207185],"category_scores_gemma":[0.00908123,0.00006066257,0.0002183007,0.002593552,0.0003061704,0.0009068405,0.0005656225,0.0005468764,0.001022535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009060925,"about_ca_system_score_gemma":0.000590033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007406592,"about_ca_topic_score_gemma":0.01147777,"domain_scores_codex":[0.9985774,0.0004016276,0.0001358325,0.0001102082,0.0005718195,0.0002030925],"domain_scores_gemma":[0.9912009,0.003768393,0.001226924,0.0001235224,0.003335629,0.0003445487],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001793782,0.0002487254,0.5362778,0.001252393,0.0003128411,0.000519073,0.0145343,0.0008350481,0.01073113,0.005267228,0.2431486,0.185079],"study_design_scores_gemma":[0.00002486348,0.0001632705,0.8818552,0.0001978532,0.00009435891,0.0002061102,0.02668875,0.006119907,0.002196918,0.0008575135,0.08153722,0.00005799086],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309605,0.0006987932,0.0009820076,0.005035924,0.0006919917,0.00008958509,0.01408581,0.0000940742,0.04736125],"genre_scores_gemma":[0.9871989,0.0003679759,0.0007308254,0.0005413157,0.0003205761,0.00005414657,0.006633746,0.00005171222,0.004100849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9983541,"threshold_uncertainty_score":0.01472694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05053333096319503,"score_gpt":0.3931304355209918,"score_spread":0.3425971045577968,"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."}}