{"id":"W4403685549","doi":"10.1097/scs.0000000000010790","title":"Evolution and Adaptations of Robotic DIEP Flap Surgery: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"Journal of Craniofacial Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; DIEP flap; Surgery; Breast reconstruction; Complication; Visual analogue scale; Breast cancer","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":[0.003899164,0.0004773788,0.009288569,0.001334861,0.00005595839,0.00003155707,0.0001039231,0.0003296949,0.00005127174],"category_scores_gemma":[0.002889295,0.0003238426,0.004552984,0.0008843274,0.000179114,0.0002070802,0.00004059148,0.00069087,0.00001290924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002228509,"about_ca_system_score_gemma":0.001708395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001079789,"about_ca_topic_score_gemma":9.072425e-7,"domain_scores_codex":[0.9945493,0.0006798797,0.003681424,0.0002662365,0.0005623312,0.0002608343],"domain_scores_gemma":[0.9944252,0.001618456,0.002786528,0.0003484748,0.0006180562,0.0002032355],"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":[0.00001129699,0.00005713795,0.00006972157,0.8982391,0.001510019,0.0002256066,0.00001486952,4.831208e-8,0.000004432208,0.00008131904,0.002454628,0.09733186],"study_design_scores_gemma":[0.00004433766,0.00003678771,0.00006757318,0.9168569,0.02695278,0.007666926,0.00001854426,8.201463e-7,0.000002121597,0.0001138055,0.04798357,0.0002557794],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005806735,0.9967141,0.0006385104,0.00005425985,0.00117428,0.001233629,0.0000261276,0.00003509111,0.0000659298],"genre_scores_gemma":[0.0004108234,0.9988886,0.0001773412,0.00003609905,0.0002676878,0.00004508192,0.00002201917,0.00006713979,0.00008522174],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09707608,"threshold_uncertainty_score":0.9999214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04882837292097743,"score_gpt":0.3283410022257371,"score_spread":0.2795126293047597,"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."}}