{"id":"W4309771195","doi":"10.1016/j.sempedsurg.2022.151225","title":"Preface","year":2022,"lang":"en","type":"editorial","venue":"Seminars in Pediatric Surgery","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital Research Institute of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Medicine; General surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00455745,0.00340359,0.002787458,0.006982266,0.002822004,0.006557322,0.002279503,0.007805014,0.09569268],"category_scores_gemma":[0.02891415,0.0009213375,0.002082167,0.002567218,0.001113826,0.002936604,0.002518726,0.009793595,0.06553998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002936969,"about_ca_system_score_gemma":0.00324832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002099257,"about_ca_topic_score_gemma":0.005644857,"domain_scores_codex":[0.9968458,0.0007236637,0.000386155,0.0003339793,0.001439851,0.0002704342],"domain_scores_gemma":[0.9782979,0.005509573,0.001694173,0.0006931063,0.009982373,0.003822833],"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":[0.00001365628,0.000004845125,0.000008619168,0.00009610954,0.000003225426,0.00003405269,0.000003357583,0.00001001942,0.00001443402,0.00005566766,0.9961726,0.003583332],"study_design_scores_gemma":[0.00004772038,0.00001581103,0.0001554356,0.0004934803,0.00001824068,0.0001667733,0.00002082601,0.00004279916,0.00004185168,0.0005217666,0.9984642,0.00001110279],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000263609,0.0060615,0.0001084632,0.02031042,0.9671502,0.00005610057,0.0001144672,0.00006410719,0.006108392],"genre_scores_gemma":[0.0003624696,0.005231687,0.0001796185,0.02604246,0.9308564,0.0001208887,0.000185543,0.0001041887,0.03691665],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.09569268,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158321591337639,"score_gpt":0.2572999777710869,"score_spread":0.2457167618577105,"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."}}