{"id":"W4255813817","doi":"10.14740/jmc2469w","title":"Multiple Symmetrical Lipomatosis: Madelung’s Disease","year":2016,"lang":"en","type":"article","venue":"Journal of Medical Cases","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lipomatosis; Etiology; Disease; Dermatology; Rare disease; Alcohol abuse; Pediatrics; Incidence (geometry); Surgery; Pathology; Psychiatry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001165839,0.0001106066,0.0004019332,0.0002377066,0.00003874173,0.00001263618,0.0001398502,0.0001202726,0.0008176982],"category_scores_gemma":[0.02555869,0.00005515941,0.0003024976,0.0001582244,0.0001105971,0.00008913774,0.00004106517,0.0002763482,0.00004222561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000065562,"about_ca_system_score_gemma":0.0005570779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001526794,"about_ca_topic_score_gemma":0.000001713366,"domain_scores_codex":[0.9974226,0.0001030361,0.0005470929,0.0001150139,0.001575355,0.0002368948],"domain_scores_gemma":[0.995814,0.002147465,0.000175632,0.0001695693,0.0001810308,0.001512298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003105669,0.001105714,0.5009439,0.0001696992,0.0002724649,0.05661399,0.00004294672,3.509126e-7,0.000728096,0.0001869393,0.256286,0.1805442],"study_design_scores_gemma":[0.02231889,0.002443833,0.5215957,0.01153007,0.001237859,0.03642651,0.0003241532,0.0006392296,0.002037911,0.0003173341,0.400405,0.0007235447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428253,0.00437805,0.0006682922,0.0510868,0.0007810321,0.00005763583,0.000006382672,0.00003076647,0.0001658021],"genre_scores_gemma":[0.9947423,0.0008508597,0.0001619633,0.00124136,0.002515073,0.000001893878,5.632968e-7,0.00001477277,0.0004711959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1798207,"threshold_uncertainty_score":0.9826494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03069776515190311,"score_gpt":0.2935343220578049,"score_spread":0.2628365569059018,"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."}}