{"id":"W4206492015","doi":"10.1097/psn.0000000000000316","title":"Lipedema: A Commonly Misdiagnosed Fat Disorder","year":2020,"lang":"en","type":"article","venue":"Plastic Surgical Nursing","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Medicine; Dermatology","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":[0.00004454776,0.0001722987,0.000410063,0.00003864344,0.00008715459,0.00003218545,0.00007217323,0.00007749252,0.0006094044],"category_scores_gemma":[0.0009394367,0.0001345325,0.0001454711,0.0002313604,0.0001126736,0.00005114865,0.0000176724,0.00003873315,0.0002944609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000568076,"about_ca_system_score_gemma":0.00007085472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001078125,"about_ca_topic_score_gemma":6.889482e-7,"domain_scores_codex":[0.998701,0.00006155032,0.000291794,0.0002887744,0.0003530469,0.0003038355],"domain_scores_gemma":[0.9977141,0.001416117,0.00005036982,0.0001470595,0.00004632302,0.0006260446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01028156,0.007802027,0.7325738,0.002522848,0.0006517919,0.01127682,0.009184359,0.0004218673,0.001949987,0.005034495,0.09523023,0.1230702],"study_design_scores_gemma":[0.1009961,0.006015147,0.4734418,0.01570751,0.005097805,0.004383469,0.01303849,0.1117065,0.002333279,0.001393808,0.2619192,0.003966996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695834,0.00222043,0.001535749,0.007704007,0.0006513637,0.000385796,0.00001595849,0.0002805884,0.01762269],"genre_scores_gemma":[0.9983941,0.00001348175,0.0001440708,0.0006142252,0.0006826124,0.00001242524,0.00002977512,0.00002482921,0.00008444958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.259132,"threshold_uncertainty_score":0.667255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02717624007053887,"score_gpt":0.2876069458141274,"score_spread":0.2604307057435886,"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."}}