{"id":"W2611464011","doi":"10.1007/978-3-319-49482-1_20","title":"Essential Pediatric Surgery","year":2017,"lang":"en","type":"book-chapter","venue":"Global Surgery","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital","funders":"","keywords":"Natural history; Medicine; Presentation (obstetrics); Intensive care medicine; Perioperative; Disease; General surgery; Surgery; Pathology; Internal 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004653623,0.0005464006,0.001483713,0.000246952,0.0003529895,0.00007696686,0.0002051654,0.000613467,0.001972029],"category_scores_gemma":[0.0003556029,0.000542314,0.001576999,0.00006046126,0.0001962037,0.0001182716,0.0001469784,0.0004246452,0.002121534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000201626,"about_ca_system_score_gemma":0.001123844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004702836,"about_ca_topic_score_gemma":0.00000835583,"domain_scores_codex":[0.9973118,0.00002629772,0.0007966597,0.0006939006,0.0006307854,0.0005405527],"domain_scores_gemma":[0.9965453,0.00070277,0.00074867,0.001349079,0.0002124336,0.0004417082],"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":[0.0003722687,0.0001544881,0.07208995,0.0004238069,0.0003995944,0.001622879,0.000004055537,3.796497e-7,0.000006434079,0.01939351,0.8611549,0.04437772],"study_design_scores_gemma":[0.00009260995,0.0000179296,0.03130564,0.0004725759,0.001186448,0.0006799102,0.000001688678,0.000001987489,0.0000188073,0.009672864,0.9556584,0.000891168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005471248,0.005240059,0.00006306457,0.00125084,0.00323384,0.0004200035,0.0003843713,0.0002986477,0.9836379],"genre_scores_gemma":[0.1805028,0.007956456,0.00008146061,0.001149982,0.01197794,0.00007486502,0.001607694,0.0001883434,0.7964604],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1871775,"threshold_uncertainty_score":0.9997028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03729695556318808,"score_gpt":0.2797312223282423,"score_spread":0.2424342667650543,"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."}}