{"id":"W3203914237","doi":"10.1097/pq9.0000000000000474","title":"Cost Effectiveness and Impact in Quality of Care of a Pediatric Multidisciplinary Stone Clinic","year":2021,"lang":"en","type":"article","venue":"Pediatric Quality and Safety","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Multidisciplinary approach; Pediatrics; Internal medicine; Emergency medicine","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":[0.001584146,0.0002150522,0.001065888,0.0001655367,0.00006454573,0.000005190161,0.00004924354,0.0001848495,0.00004180091],"category_scores_gemma":[0.0008602927,0.0001784237,0.0002105605,0.0005888515,0.00009953538,0.00007949086,0.000141046,0.0002243636,0.000001758259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009043657,"about_ca_system_score_gemma":0.0004085917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007793474,"about_ca_topic_score_gemma":0.00004513545,"domain_scores_codex":[0.9971984,0.000803229,0.001012419,0.0004269001,0.000311777,0.000247257],"domain_scores_gemma":[0.9974732,0.001315212,0.0003607021,0.0003441545,0.0002729513,0.0002337684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002382083,0.0007713691,0.9887877,0.00347069,0.00007390978,0.00002045251,0.001687378,0.000004484017,0.0001184417,0.000060301,0.000004881534,0.002618334],"study_design_scores_gemma":[0.00743036,0.0004524756,0.9900044,0.00004130047,0.0003700852,0.00001384812,0.001257552,0.000008874444,0.0001394729,0.0001165558,0.00000598637,0.0001591198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866477,0.01195211,0.00003441688,0.0001513439,0.00007849903,0.0005422601,0.000389017,0.00001297277,0.00019171],"genre_scores_gemma":[0.9915527,0.007908148,0.0002425142,0.00002268538,0.0001233331,0.00001578976,0.00009505802,0.00001429131,0.00002553362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005048277,"threshold_uncertainty_score":0.7275906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07367868443514423,"score_gpt":0.431221820748632,"score_spread":0.3575431363134877,"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."}}