{"id":"W4283077640","doi":"10.1016/j.jss.2022.04.008","title":"Review and Quality Assessment of Systematic Reviews and Meta-analyses on the Management of Pediatric Inguinal Hernias: A Descriptive Study","year":2022,"lang":"en","type":"review","venue":"Journal of Surgical Research","topic":"Hernia repair and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact; McMaster University","funders":"","keywords":"Systematic review; Medicine; Meta-analysis; CINAHL; MEDLINE; Protocol (science); Inguinal hernia; Psychological intervention; Surgery; Hernia; Alternative medicine; Pathology; Nursing","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"],"consensus_categories":[],"category_scores_codex":[0.05828283,0.0003560541,0.008355406,0.0006107569,0.0001037092,0.00003231196,0.0004635595,0.0000663926,0.0007035561],"category_scores_gemma":[0.001594602,0.0001504496,0.001593462,0.001124969,0.000124263,0.00004468884,0.0006117119,0.001472431,0.000002477721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002574435,"about_ca_system_score_gemma":0.0002845798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000306759,"about_ca_topic_score_gemma":0.000001674133,"domain_scores_codex":[0.9797337,0.0126895,0.003892669,0.0003647718,0.003033723,0.0002856581],"domain_scores_gemma":[0.9915478,0.004192889,0.00270432,0.0007664808,0.000561376,0.0002271458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006142748,0.00106697,0.00004075043,0.9610496,0.01935433,0.0004874318,0.0001072462,1.795643e-7,3.734329e-8,0.0003590626,0.001119933,0.01635306],"study_design_scores_gemma":[0.000799645,0.002732927,0.0001379482,0.08360147,0.2183031,0.0001734658,0.00153103,0.0000012119,4.465458e-8,0.00001984874,0.69254,0.0001593027],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001495111,0.989298,0.000004371966,0.0002690083,0.00002701519,0.008455472,0.00001090484,0.000002576033,0.001783087],"genre_scores_gemma":[0.0003721899,0.9982866,0.0001413011,0.00004463634,0.00005720922,0.0005970203,0.000001656858,0.00002267541,0.0004767291],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8774481,"threshold_uncertainty_score":0.969696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8726304488227404,"score_gpt":0.6458650733060209,"score_spread":0.2267653755167195,"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."}}