{"id":"W4402306605","doi":"10.1097/upj.0000000000000689","title":"Evaluating the True Impact of <i>U.S. News &amp; World Report</i> Ranking on Best Hospitals in Pediatric Urology: An Analysis of Internet Search Volumes Through Google Trends","year":2024,"lang":"en","type":"article","venue":"Urology Practice","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; The Internet; Ranking (information retrieval); Urology; Family medicine; Pediatrics; World Wide Web; Information retrieval","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":[0.005036377,0.0001713886,0.0006145458,0.001686304,0.00005064862,0.00004784259,0.000326973,0.0001346652,0.0003410741],"category_scores_gemma":[0.002122476,0.0001520427,0.0002691146,0.002594968,0.00009139971,0.000469106,0.0001212486,0.0005379361,0.00007001864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001189675,"about_ca_system_score_gemma":0.00008839243,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04112424,"about_ca_topic_score_gemma":0.005347996,"domain_scores_codex":[0.997264,0.0004830789,0.001172431,0.0005912172,0.00009748086,0.0003917392],"domain_scores_gemma":[0.9965503,0.001897284,0.0007567227,0.0006841199,0.00005966471,0.00005195014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000949161,0.00121072,0.683823,0.0002177375,0.004363487,0.0002272109,0.01579906,0.07090057,0.00001231646,0.1712312,0.003132925,0.04813258],"study_design_scores_gemma":[0.001945946,0.008963179,0.4614582,0.00002857963,0.004326472,0.0001132925,0.0007780018,0.2443849,0.00001752973,0.01411634,0.2628604,0.001007122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505669,0.003719762,0.0009205024,0.01832732,0.0003500286,0.0002361523,0.0000706705,0.00002623206,0.02578238],"genre_scores_gemma":[0.9964058,0.0006284409,0.0004280137,0.001307477,0.0001368754,0.00002998839,0.00004529177,0.00002214414,0.0009959633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2597275,"threshold_uncertainty_score":0.965261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1382553177082297,"score_gpt":0.4375389238190823,"score_spread":0.2992836061108525,"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."}}