{"id":"W2068591376","doi":"10.1016/j.amjsurg.2011.06.051","title":"Preventing seroma formation after axillary dissection for breast cancer: a randomized clinical trial","year":2011,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Seroma; Medicine; Axilla; Surgery; Breast cancer; Harmonic scalpel; Hematoma; Randomized controlled trial; Axillary Dissection; Dissection (medical); Complication; Mastectomy; Cancer; Blood loss; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003190863,0.002691293,0.005162725,0.0006736947,0.0008412155,0.001556009,0.001553723,0.00397084,0.009348403],"category_scores_gemma":[0.004413827,0.001351038,0.003955026,0.0008044492,0.002621253,0.001797646,0.0007642745,0.005297024,0.001330672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008517372,"about_ca_system_score_gemma":0.001589357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001181586,"about_ca_topic_score_gemma":0.001875674,"domain_scores_codex":[0.997918,0.001181629,0.0001748917,0.0003403355,0.0001160765,0.0002691163],"domain_scores_gemma":[0.9966615,0.001525085,0.0006344921,0.000286962,0.0001589965,0.0007329507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9902505,0.003821268,0.0002561625,0.0004438627,0.0007579298,0.00001693114,0.00002176325,0.0001064587,0.0003585105,0.00003956163,0.0001855096,0.003741534],"study_design_scores_gemma":[0.9559487,0.04231176,0.00051902,0.00003362858,0.0007200593,0.00001139427,0.0000140416,0.0001135359,0.00008685965,0.00007309888,0.000159447,0.000008496784],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755324,0.01101122,0.001370064,0.001437523,0.001948985,0.005427796,0.0009190757,0.0001508475,0.002202134],"genre_scores_gemma":[0.9813623,0.005215936,0.001925218,0.00166228,0.001505803,0.004915417,0.0007296718,0.00002647789,0.002657074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009348403,"threshold_uncertainty_score":0.03127348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06770951447123873,"score_gpt":0.3320409547736816,"score_spread":0.2643314403024428,"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."}}