{"id":"W2017076111","doi":"10.1097/01.prs.0000279376.12476.b4","title":"Our Complication, Your Problem","year":2007,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Georgetown Hospital","funders":"","keywords":"Medicine; Complication; Surgery; Myocardial infarction; Perioperative; Stroke (engine); Dehiscence; Harm; General surgery; Hematoma; 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":[],"consensus_categories":[],"category_scores_codex":[0.0009104513,0.0002227173,0.0005363763,0.0003963305,0.0001315268,0.00002405691,0.00006007377,0.0001296834,0.00009386824],"category_scores_gemma":[0.00121454,0.0002056068,0.0002252654,0.0003519684,0.0001048548,0.0001133867,0.00002766444,0.0002936788,0.0002061859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176603,"about_ca_system_score_gemma":0.0002982989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003319883,"about_ca_topic_score_gemma":0.000007810065,"domain_scores_codex":[0.9981679,0.00004102469,0.0005801413,0.0004065252,0.0002833852,0.0005210096],"domain_scores_gemma":[0.9968141,0.002068964,0.0001978457,0.0003045799,0.0003080646,0.0003064716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000306259,0.0001278417,0.9116884,0.0001031974,0.0001716671,0.0001404872,0.0001238468,0.000001691431,0.001766919,0.0006292157,0.01345303,0.07148746],"study_design_scores_gemma":[0.0007458488,0.00006021497,0.9810264,0.0005294001,0.0001502113,0.001195861,0.001198488,0.00009553066,0.003485093,0.000783484,0.01020128,0.0005282084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729875,0.0002033048,0.008010095,0.0003927909,0.00195249,0.0002766947,0.00001606468,0.0002633633,0.0158977],"genre_scores_gemma":[0.9954796,0.00001697435,0.002550768,0.0001471671,0.001119437,0.0000177238,0.0000308241,0.00003475383,0.0006027435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07095926,"threshold_uncertainty_score":0.8384403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04006762970061671,"score_gpt":0.280914782054681,"score_spread":0.2408471523540642,"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."}}