{"id":"W2328270316","doi":"10.1097/prs.0b013e31824eff93","title":"Laser Angiography as a Predictor of Mastectomy Flap Necrosis after Breast Reconstruction","year":2012,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Indocyanine green; Mastectomy; Vascularity; Breast reconstruction; Angiography; Surgery; Breast cancer; Cancer; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003683672,0.0004305065,0.0009207921,0.001127588,0.0001038877,0.00002486241,0.00007174043,0.0003359661,0.001824857],"category_scores_gemma":[0.0001616955,0.000375522,0.0008844634,0.0008269409,0.0007381079,0.0006814959,0.00004764423,0.0003721411,0.000136989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044796,"about_ca_system_score_gemma":0.0002555712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007403464,"about_ca_topic_score_gemma":0.000006518826,"domain_scores_codex":[0.997398,0.0001312894,0.0008471207,0.0004573604,0.0004146553,0.000751628],"domain_scores_gemma":[0.9972658,0.001094685,0.0004539423,0.0003422284,0.0003284028,0.0005149925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001146766,0.0001508551,0.7565913,0.0001589095,0.0005911352,0.00001486428,0.000120781,3.938087e-7,0.0008517882,0.0000269456,0.0001493651,0.2401969],"study_design_scores_gemma":[0.001224117,0.0000933606,0.8294993,0.0008660535,0.0007284451,0.1604395,0.0005147199,0.00003979985,0.005824799,0.0002215965,0.00009562289,0.0004526997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909467,0.0004125395,0.000218961,0.00003597884,0.005810657,0.0003974606,0.000354206,0.000149196,0.001674288],"genre_scores_gemma":[0.9968275,0.00003619392,0.001876254,0.00001974962,0.0009264075,0.00008878889,0.00005951931,0.00005676055,0.0001088611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2397442,"threshold_uncertainty_score":0.9998696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01062188784657038,"score_gpt":0.2149993664644301,"score_spread":0.2043774786178598,"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."}}