{"id":"W1965659204","doi":"10.1016/j.cps.2009.01.001","title":"Commentary on “Laser-Assisted Liposuction”","year":2009,"lang":"en","type":"article","venue":"Clinics in Plastic Surgery","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Red Deer Regional Hospital","funders":"","keywords":"Liposuction; Medicine; Cannula; Surgery; Blood loss; Body contouring; Adipose tissue; Blood supply; Plastic surgery; Surgical procedures","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":[0.0008625402,0.0001867031,0.0005563645,0.0003804208,0.00006611069,0.00001755195,0.00005710563,0.0001656197,0.0001010508],"category_scores_gemma":[0.002920069,0.0001753631,0.0002339389,0.0003166215,0.00005686136,0.00005382009,0.00001418754,0.0004740422,0.0001122773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109191,"about_ca_system_score_gemma":0.000132286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001005818,"about_ca_topic_score_gemma":0.000004926945,"domain_scores_codex":[0.9982647,0.00009632247,0.000688267,0.0003317602,0.0002719904,0.0003469003],"domain_scores_gemma":[0.9892666,0.01000881,0.0001185162,0.0003762369,0.00005091224,0.0001789605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00107418,0.00148911,0.3967803,0.00004026237,0.00005587325,0.0008976401,0.00004576709,0.00004997245,0.00004661418,0.00006203359,0.513387,0.0860713],"study_design_scores_gemma":[0.001586813,0.0004561118,0.9441969,0.001118931,0.00008526978,0.00005655398,0.00006569278,0.001132451,0.0002225882,0.0002249532,0.05047773,0.000375949],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870787,0.0001165271,0.00003027652,0.005373328,0.005087702,0.000110288,0.000006529948,0.0001382743,0.002058432],"genre_scores_gemma":[0.9863129,0.0001289129,0.00006581746,0.01154586,0.001483283,0.000007862585,0.00005870147,0.00001968424,0.0003770307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5474167,"threshold_uncertainty_score":0.7151099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0394243477048653,"score_gpt":0.3084197158291658,"score_spread":0.2689953681243005,"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."}}