{"id":"W4406511436","doi":"10.1016/j.ysur.2016.02.002","title":"10.1016/j.ysur.2016.02.002","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; German; Quality assurance; Acute appendicitis; Multicenter study; General surgery; Intensive care medicine; Family medicine; Medical physics; Surgery; Pathology; Randomized controlled trial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001195433,0.0001366808,0.0002324209,0.00007892861,0.00005252794,0.00002134481,0.0001061901,0.00004866004,0.9989552],"category_scores_gemma":[0.00002500611,0.0001203858,0.00007698223,0.0001431654,0.00002669971,0.00004867695,0.00004565094,0.00008472822,0.9970262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004565772,"about_ca_system_score_gemma":0.00002026956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003917663,"about_ca_topic_score_gemma":2.057071e-7,"domain_scores_codex":[0.9990436,0.00001820185,0.0001823761,0.0002446838,0.000229739,0.0002814358],"domain_scores_gemma":[0.9993729,0.00002951578,0.00002426903,0.0003292563,0.0000289692,0.0002150966],"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":[0.00004358222,0.00009482546,6.871505e-7,0.000009231542,0.00002501379,0.00002867127,0.000007967066,0.000004620057,0.00001405402,0.00000250184,0.540975,0.4587938],"study_design_scores_gemma":[0.0006259111,0.0004111712,0.0005681203,0.00008581451,0.00007086851,0.00001194459,0.000002162551,0.0000489707,0.000105267,0.000005269805,0.9979249,0.0001395599],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001319311,0.0001485532,0.000001705699,0.00183409,0.000002054543,0.000421966,0.000007620025,0.0001326476,0.9961321],"genre_scores_gemma":[0.0009267027,0.000004365462,0.0001359706,0.0006001489,0.0001954409,0.00004675439,0.00002989508,0.00002962617,0.9980311],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4586543,"threshold_uncertainty_score":0.490919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007205666115635822,"score_gpt":0.1954550504053062,"score_spread":0.1882493842896703,"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."}}