{"id":"W2077388925","doi":"10.1503/cjs.006010","title":"Meta-analysis of sentinel lymph node biopsy at the time of prophylactic mastectomy of the breast","year":2011,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prophylactic Mastectomy; Sentinel lymph node; Mastectomy; Breast cancer; Axillary Lymph Node Dissection; Cochrane Library; Surgery; Cancer; General surgery; Internal medicine; Randomized controlled trial","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":[0.0005530759,0.0003173655,0.002763743,0.0004060593,0.00007181432,0.000006812929,0.0004507136,0.0001707856,0.0003552188],"category_scores_gemma":[0.00009169694,0.0001568788,0.004929534,0.0006792143,0.0004149303,0.000004209684,0.000083685,0.0001196516,0.000002271773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009267027,"about_ca_system_score_gemma":0.002194595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002144126,"about_ca_topic_score_gemma":0.0004702612,"domain_scores_codex":[0.9979447,0.0003067373,0.001088651,0.0002026474,0.0002100434,0.0002472579],"domain_scores_gemma":[0.9959882,0.0001464515,0.002584529,0.0006833013,0.0004458976,0.0001515779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0001369811,0.000188781,0.05916101,0.00681804,0.8855891,0.00008973553,0.0002080527,0.00003109288,0.0003909365,0.00001275585,0.002160527,0.04521304],"study_design_scores_gemma":[0.0003158125,0.00001883014,0.04274249,0.00128803,0.8447407,0.002214235,0.00006710601,7.609016e-7,0.000777497,0.000007863181,0.1072558,0.0005707778],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006285153,0.9922473,0.000001960479,0.0001239496,0.0001454268,0.0001180765,0.00090148,5.387225e-7,0.000176108],"genre_scores_gemma":[0.1438098,0.8540782,0.00003796007,0.00009354914,0.0002469669,0.00003187319,0.0001245558,0.0001018208,0.001475295],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1381691,"threshold_uncertainty_score":0.6397333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08526821919804987,"score_gpt":0.2685741024563134,"score_spread":0.1833058832582635,"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."}}