{"id":"W4416415352","doi":"10.1016/j.cps.2025.08.004","title":"Microsurgical Breast Reconstruction","year":2025,"lang":"en","type":"article","venue":"Clinics in Plastic Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; University Health Network","funders":"","keywords":"Breast reconstruction; Indocyanine green; Troubleshooting; Microsurgery; Mammaplasty; Selection (genetic algorithm)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001384145,0.0003732334,0.0001794145,0.0006963461,0.0006703972,0.0004439371,0.0002635485,0.0002970344,0.02806791],"category_scores_gemma":[0.0002841747,0.0001161561,0.0005953574,0.0003911702,0.0002468125,0.0003123742,0.0004049736,0.0006313307,0.003567816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002976501,"about_ca_system_score_gemma":0.0003881077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002591461,"about_ca_topic_score_gemma":0.0009301216,"domain_scores_codex":[0.9998405,0.00000897519,0.00001200738,0.00002808563,0.00004769336,0.00006270149],"domain_scores_gemma":[0.9999027,0.00001711696,0.00001679895,0.00001448775,0.00001083596,0.00003805176],"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":[0.0007482544,0.0005941865,0.02424008,0.0004069737,0.0001395988,0.02713641,0.0001632304,0.000528302,0.03974114,0.006995799,0.03062112,0.8686848],"study_design_scores_gemma":[0.00009922394,0.001448841,0.1241535,0.0003178883,0.0001607941,0.5262332,0.00042242,0.00124166,0.02679694,0.003524988,0.3155408,0.0000597527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5154898,0.03385265,0.01945461,0.007735013,0.005719744,0.0002907155,0.001123302,0.00113265,0.4152015],"genre_scores_gemma":[0.8776039,0.008452899,0.006517915,0.002554943,0.001673445,0.00006390113,0.0006191741,0.0001009799,0.1024128],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02806791,"threshold_uncertainty_score":0.09389651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01757977613884836,"score_gpt":0.30079552566734,"score_spread":0.2832157495284917,"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."}}