{"id":"W106764414","doi":"10.1177/229255030100900502","title":"Helpful Surgical Technique in Massive Abdominal Panniculectomy","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; University of Toronto","funders":"","keywords":"Medicine; Pannus; Abdominoplasty; Surgery; Cellulitis; Lymphedema; Plastic surgery; Internal medicine; Breast cancer; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001044219,0.0001772878,0.0006873718,0.001340496,0.00006120275,0.00003057642,0.0000896617,0.000169015,0.0005930998],"category_scores_gemma":[0.002562547,0.0001548946,0.0003760903,0.0005184378,0.0001131858,0.0001088737,0.000006288673,0.0005765602,0.00002355105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003406504,"about_ca_system_score_gemma":0.003964689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00165482,"about_ca_topic_score_gemma":0.002506491,"domain_scores_codex":[0.9981908,0.0001092281,0.000708684,0.0001593807,0.0002574365,0.0005744525],"domain_scores_gemma":[0.9958052,0.002478486,0.0002143371,0.0001543791,0.0002374476,0.00111012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003816504,0.00005084377,0.88923,0.00003399924,0.00007476905,0.08251882,0.00007228266,0.00002894686,0.0002234763,0.00002899728,0.02394079,0.003415385],"study_design_scores_gemma":[0.002706789,0.0003079806,0.7998703,0.003516252,0.0002077023,0.0269464,0.0004210638,0.0002081959,0.0007389364,0.0001333359,0.1642753,0.0006678114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948758,0.001013294,0.0003143915,0.0007510216,0.001496921,0.0001011555,0.000005257406,0.0000115974,0.001430567],"genre_scores_gemma":[0.9982817,0.00007529683,0.00009037511,0.00009793774,0.001131196,0.00000707653,0.000003690915,0.00002439805,0.0002883353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1403345,"threshold_uncertainty_score":0.7033187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01816745450182821,"score_gpt":0.236708687094537,"score_spread":0.2185412325927087,"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."}}