{"id":"W2793611941","doi":"10.1007/s00268-018-4537-6","title":"Disability Weights for Pediatric Surgical Procedures: A Systematic Review and Analysis","year":2018,"lang":"en","type":"review","venue":"World Journal of Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital","funders":"GE Foundation; Duke Global Health Institute, Duke University; Global Fund to Fight AIDS, Tuberculosis and Malaria; Damon Runyon Cancer Research Foundation","keywords":"Medicine; MEDLINE; Pediatric surgery; Burden of disease; Disease; Vascular surgery; Surgical procedures; Cardiac surgery; Surgery; Pathology","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":[0.003700134,0.0004146972,0.009090848,0.001063926,0.00007383762,0.00005450386,0.0001583104,0.0001111281,0.0001437931],"category_scores_gemma":[0.001271143,0.0002403881,0.003648253,0.001660331,0.0001011245,0.0001188219,0.00006047682,0.0002887068,0.00000814129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001726292,"about_ca_system_score_gemma":0.0003486647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001539641,"about_ca_topic_score_gemma":0.000007891332,"domain_scores_codex":[0.9955944,0.0003036318,0.002949408,0.0003534221,0.0004990809,0.0003000061],"domain_scores_gemma":[0.9932618,0.002905253,0.002794077,0.000423311,0.0002994336,0.0003161544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001253463,0.0002400595,0.00162614,0.969456,0.003520594,0.0001221672,0.000003608119,6.080024e-9,1.942051e-10,0.00004873534,0.02020709,0.004763105],"study_design_scores_gemma":[0.0001360886,0.00004871343,0.0001748129,0.4348568,0.1761091,0.0003961241,0.00000294364,2.870079e-7,6.029087e-9,0.0000158198,0.3880826,0.0001767412],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002007557,0.9967223,0.0000281147,0.0002961636,0.0001927326,0.002634186,0.00003073497,0.0000108782,0.00006479422],"genre_scores_gemma":[0.00004413988,0.9978191,0.0001269951,0.0001871643,0.0008754982,0.0002405659,0.0000500715,0.00003836795,0.000618125],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5345992,"threshold_uncertainty_score":0.9802741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06263571559569162,"score_gpt":0.3602154862958512,"score_spread":0.2975797707001596,"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."}}