{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004964333,0.0007799965,0.0004001987,0.001483604,0.001043043,0.0005241907,0.0004705541,0.001492961,0.003015619],"category_scores_gemma":[0.001882127,0.0003357306,0.0004555903,0.0005615663,0.0007382554,0.001248643,0.001223635,0.001989306,0.001127091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002404805,"about_ca_system_score_gemma":0.0003278774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002335503,"about_ca_topic_score_gemma":0.0007254045,"domain_scores_codex":[0.9997794,0.00003875073,0.00002727214,0.00003495293,0.00005466152,0.00006495879],"domain_scores_gemma":[0.9995512,0.0001189771,0.00008631111,0.00007568717,0.00002145574,0.0001463132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0008445378,0.0002366491,0.02295948,0.0006132119,0.00005468825,0.8000391,0.0007310598,0.001038996,0.05301541,0.003851886,0.008357868,0.1082572],"study_design_scores_gemma":[0.00006863992,0.0003035403,0.0133206,0.00009983145,0.00001809897,0.9709627,0.0001751111,0.0006994971,0.002297728,0.001268887,0.01076402,0.00002131065],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8370962,0.01784541,0.07508553,0.009091923,0.003348887,0.0006600478,0.0004924581,0.001900273,0.05447936],"genre_scores_gemma":[0.949501,0.003942647,0.03802209,0.001703241,0.002083844,0.0001194711,0.0001971166,0.0001012763,0.004329395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003015619,"threshold_uncertainty_score":0.01008821,"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."}}