{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001101268,0.0005114916,0.0008847155,0.002117583,0.0002938031,0.001383925,0.0006772204,0.00116046,0.006606662],"category_scores_gemma":[0.002489574,0.000241461,0.0006231994,0.002019044,0.0006094255,0.002191766,0.0006029613,0.00211709,0.001878924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005441064,"about_ca_system_score_gemma":0.001354218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007719848,"about_ca_topic_score_gemma":0.001623303,"domain_scores_codex":[0.9996606,0.00006916776,0.00006845379,0.00004869243,0.0001240625,0.0000290171],"domain_scores_gemma":[0.9982635,0.001099661,0.0001577414,0.00004022957,0.0003505188,0.00008827489],"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":[0.00005421789,0.0000502308,0.0002652401,0.01640838,0.0000577836,0.0002013659,0.00009716845,0.000271685,0.0007971392,0.004300154,0.04059868,0.9368979],"study_design_scores_gemma":[0.000009232349,0.00007610465,0.0007619861,0.007094006,0.0001029962,0.001865439,0.0001240475,0.00009555892,0.0002250189,0.002406671,0.9872196,0.00001927278],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001547503,0.9966539,0.0001661619,0.001262318,0.0006266522,0.000003197893,0.00001868563,0.000009540508,0.001104706],"genre_scores_gemma":[0.0006877155,0.9970825,0.0003119624,0.0006043989,0.0008734096,0.000003209218,0.00003405933,0.000002672132,0.0004001239],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006606662,"threshold_uncertainty_score":0.02210152,"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."}}