{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002002173,0.0002078821,0.0003660634,0.002597071,0.0007630778,0.001031101,0.0006131293,0.0005507969,0.002824576],"category_scores_gemma":[0.01435283,0.0003342802,0.0007273004,0.002396858,0.0005963435,0.0008008551,0.001350332,0.000617927,0.0005049601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001482352,"about_ca_system_score_gemma":0.001945068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009910109,"about_ca_topic_score_gemma":0.01137593,"domain_scores_codex":[0.9966183,0.0007297107,0.0008635855,0.0003822232,0.0009186554,0.0004875856],"domain_scores_gemma":[0.9888466,0.003815642,0.004681125,0.0003708993,0.001448271,0.0008375132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000753232,0.00004276172,0.9960346,0.00001870517,0.00001220683,0.0001130143,0.000366256,0.00002580275,0.00004511884,0.00002212942,0.0001611291,0.00308292],"study_design_scores_gemma":[0.000004562119,0.0001229875,0.9968137,0.00002617391,0.00001515026,0.0003290807,0.002114042,0.00009178156,0.00007045389,0.00002147679,0.0003834792,0.000007087795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977361,0.0003303806,0.0001391999,0.0001018368,0.00001244602,0.00003526978,0.0008733814,0.000004953309,0.0007664541],"genre_scores_gemma":[0.9975775,0.0002315123,0.0002105207,0.00008655083,0.00001833936,0.00004241058,0.001254317,0.00000722586,0.0005716868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009910109,"threshold_uncertainty_score":0.01970482,"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."}}