{"id":"W4405289411","doi":"10.14740/wjon1935","title":"Updates on Breast Reconstruction: Surgical Techniques, Challenges, and Future Directions","year":2024,"lang":"en","type":"review","venue":"World Journal of Oncology","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast reconstruction; Medicine; Breast cancer; Scope (computer science); Implant; Quality of life (healthcare); Surgery; Intensive care medicine; Cancer; Internal medicine; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009226797,0.0004208667,0.002778715,0.001523234,0.00006785736,0.00002188172,0.0001181462,0.000594759,0.0002156976],"category_scores_gemma":[0.000020787,0.0002778097,0.001093613,0.0003983733,0.0002824718,0.00008858678,0.00005632898,0.002139105,0.00001800608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004387465,"about_ca_system_score_gemma":0.0006905042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001302396,"about_ca_topic_score_gemma":0.000009569592,"domain_scores_codex":[0.9977643,0.0003876656,0.001063309,0.000367792,0.0001791869,0.0002377802],"domain_scores_gemma":[0.998382,0.0002420899,0.0006902065,0.0002621409,0.0002099007,0.0002136441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007748852,0.0001092344,0.00000201028,0.002687875,0.0009263257,0.001660819,0.00001682606,6.268954e-10,7.039381e-7,0.001653516,0.003618909,0.9892463],"study_design_scores_gemma":[0.0001612831,0.0004408888,0.000006435771,0.01087005,0.001915147,0.3089991,0.00002606726,1.758085e-8,0.000004627093,0.0002305103,0.6771996,0.0001462913],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006022135,0.9719728,0.000001393537,0.001887127,0.0021649,0.0003916725,0.00002249154,0.0001005406,0.02345301],"genre_scores_gemma":[0.000002556046,0.9924039,0.00211507,0.00004479034,0.004595138,0.00003035186,0.00001252735,0.00005766681,0.0007380116],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9891,"threshold_uncertainty_score":0.9999674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03575574344257641,"score_gpt":0.3504876613833982,"score_spread":0.3147319179408218,"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."}}