{"id":"W2922244800","doi":"10.1002/14651858.cd013280.pub2","title":"Indocyanine green angiography for preventing postoperative mastectomy skin flap necrosis in immediate breast reconstruction","year":2020,"lang":"en","type":"review","venue":"Cochrane Database of Systematic Reviews","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mastectomy; Seroma; Surgery; Breast cancer; Indocyanine green; Dehiscence; Breast reconstruction; Clinical trial; Complication; Cancer; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002245732,0.0008450701,0.009556575,0.0009487104,0.00008083545,0.00004060981,0.0003340128,0.000353367,0.00009222163],"category_scores_gemma":[0.0003927548,0.0005657565,0.002583531,0.001369406,0.0001313394,0.0002977501,0.0001079418,0.0005139591,0.00007079927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001421703,"about_ca_system_score_gemma":0.0002533362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009219776,"about_ca_topic_score_gemma":0.00003132698,"domain_scores_codex":[0.9926544,0.001025841,0.004701371,0.0008039968,0.0003906213,0.0004237048],"domain_scores_gemma":[0.9946305,0.0005377546,0.003434411,0.0008980866,0.000265451,0.0002338009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003447448,0.0000427288,0.000009698559,0.5762683,0.0003580867,0.00001483271,0.00007267782,1.522157e-8,0.00001232628,0.000008858902,0.00009855862,0.4230795],"study_design_scores_gemma":[0.001453518,0.0001215939,0.000008052623,0.9174635,0.006920712,0.05805017,0.0001233384,0.00003309102,0.000009639929,0.000004859356,0.01534174,0.0004698185],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005870356,0.9784037,0.0002565316,0.000051054,0.0005902564,0.01807034,0.002463663,0.00004025565,0.00006551343],"genre_scores_gemma":[0.00001710005,0.9904127,0.003428424,0.00001408475,0.0003779815,0.001982819,0.003596769,0.00009548337,0.00007464673],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4226097,"threshold_uncertainty_score":0.9996794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05808817007277427,"score_gpt":0.3351688732751249,"score_spread":0.2770807032023506,"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."}}