{"id":"W174463166","doi":"10.1177/229255031001800112","title":"Superficialization of Deep Arteriovenous Access Procedures in Obese Patients Using Suction-Assisted Lipectomy: A Novel Approach","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Plastic Surgery","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Arteriovenous fistula; Surgery; Hematoma; Dialysis; Suction; Vascular access; Fistula; Hemodialysis access; Hemodialysis; Radiology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005276417,0.00013913,0.0005013667,0.000971499,0.0002732343,0.00002861814,0.0001761118,0.0001904653,0.0002194417],"category_scores_gemma":[0.002590811,0.0001292325,0.0001692029,0.000596048,0.00007092771,0.0002639909,0.0000137435,0.0005069393,0.000001776231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003071641,"about_ca_system_score_gemma":0.004513772,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00923958,"about_ca_topic_score_gemma":0.1732775,"domain_scores_codex":[0.9980845,0.0001129182,0.0009609966,0.0001459951,0.00021861,0.0004769113],"domain_scores_gemma":[0.9974395,0.0008046003,0.000662216,0.0001306112,0.0005377585,0.0004253374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007075373,0.0002489757,0.9940909,0.0002386466,0.00004583461,0.0000158696,0.002485392,0.0009399724,0.0009042422,0.00002653681,0.0001650499,0.0007678146],"study_design_scores_gemma":[0.0006775342,0.00003693302,0.9945095,0.0004215428,0.00008636696,0.00002782734,0.0006491636,0.003193853,0.00002537174,0.00003241078,0.0001745568,0.000164943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953141,0.00005208273,0.001328136,0.00002411926,0.002980961,0.0001867618,0.00004853361,0.000004237081,0.00006112168],"genre_scores_gemma":[0.9993353,0.000008593037,0.0002274876,0.00005277889,0.0003199099,0.00000511646,0.00002203703,0.00002443945,0.000004374643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1640379,"threshold_uncertainty_score":0.997358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05514014985348372,"score_gpt":0.3181197114033028,"score_spread":0.2629795615498191,"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."}}