{"id":"W2466935416","doi":"10.1055/s-0035-1569153","title":"What Is the Value of Pediatric Surgical Registries and Surveys?","year":2015,"lang":"en","type":"editorial","venue":"European Journal of Pediatric Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Specialty; Pediatric Surgeon; Clinical Practice; MEDLINE; Value (mathematics); Surgical procedures; Pediatrics; Family medicine; Pediatric surgery; General surgery; Surgery","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02741541,0.0005731016,0.002938234,0.0007672932,0.0001001821,0.0001954768,0.0004162168,0.0003763964,0.00007274612],"category_scores_gemma":[0.009566344,0.0003543952,0.001949779,0.0008382066,0.0002734563,0.000326689,0.0001685938,0.001725054,0.00003212156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008870017,"about_ca_system_score_gemma":0.001894661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001356636,"about_ca_topic_score_gemma":3.054343e-7,"domain_scores_codex":[0.9889148,0.004964307,0.002310247,0.0004286261,0.002877098,0.000504862],"domain_scores_gemma":[0.9694548,0.02521033,0.002463941,0.0006405988,0.001599279,0.0006310946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004006226,0.00009940453,0.04679453,0.0003368823,0.0002866407,0.006558965,0.0002562926,0.000001361263,1.484224e-7,0.000008094971,0.942709,0.00254804],"study_design_scores_gemma":[0.001548957,0.0003068667,0.0190141,0.0001413613,0.002662419,0.000785952,0.0001971764,6.19208e-7,0.000001761975,0.000008416578,0.974975,0.0003573253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.08703373,0.1318967,0.00001491778,0.001808355,0.7763257,0.0003069415,0.0000822847,0.0000368129,0.00249455],"genre_scores_gemma":[0.007278587,0.1728896,0.00003602364,0.00007838281,0.8163632,0.000001086274,0.00004761775,0.0001276266,0.003177871],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07975514,"threshold_uncertainty_score":0.9998908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02689909730335128,"score_gpt":0.2729570059029651,"score_spread":0.2460579085996139,"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."}}