{"id":"W2326573795","doi":"10.1097/psn.0000000000000032","title":"Analysis of Formal Complaints in 1,645 Liposuction Operations","year":2014,"lang":"en","type":"article","venue":"Plastic Surgical Nursing","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Liposuction; Operations management; Computer science; Medicine; Engineering; Surgery","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":[0.000298241,0.00007173691,0.0003611949,0.0003942208,0.00005373871,0.000009140117,0.00002621914,0.00005733616,0.0001066766],"category_scores_gemma":[0.0003026433,0.0000622116,0.0001147718,0.0005531407,0.00006820375,0.00006519245,0.00000606732,0.0001133323,0.000006279099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005238581,"about_ca_system_score_gemma":0.00002343483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005749307,"about_ca_topic_score_gemma":0.0000432028,"domain_scores_codex":[0.9991631,0.00005663661,0.0002865719,0.0001351303,0.0001724974,0.0001860507],"domain_scores_gemma":[0.9990811,0.0006418845,0.00002896902,0.0001126076,0.0000518967,0.00008352715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002106823,0.001996559,0.5792308,0.0001669188,0.00128363,0.0002028341,0.002515758,0.1259299,0.00388645,0.01092122,0.000314453,0.2714446],"study_design_scores_gemma":[0.001191426,0.0001005738,0.3784562,0.0003591551,0.0006305274,0.00003466521,0.00009361048,0.6182271,0.0001975429,0.0000233599,0.0005852736,0.0001006298],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879972,0.00003163407,0.007441261,0.0002149583,0.0003090594,0.00004849086,0.000002177001,0.00002420366,0.003931032],"genre_scores_gemma":[0.999415,0.000003243419,0.0002748256,0.00001238538,0.0001898382,0.0000023949,0.00003177828,0.000005484621,0.00006498762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4922971,"threshold_uncertainty_score":0.2536916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01495818613831176,"score_gpt":0.2810141632746355,"score_spread":0.2660559771363237,"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."}}