{"id":"W4383875893","doi":"10.1097/gox.0000000000005113","title":"Point-of-Care Tissue Oxygenation Assessment with SnapshotNIR for Alloplastic and Autologous Breast Reconstruction","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Alvin J. Siteman Cancer Center","keywords":"Medicine; Breast reconstruction; Mastectomy; Surgery; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001232224,0.0002986897,0.0004565193,0.0003071691,0.00008201758,0.0003605271,0.000323558,0.0002068078,0.001276889],"category_scores_gemma":[0.001548454,0.0001172839,0.0002581383,0.0002182879,0.0001689096,0.0003073133,0.0002524966,0.0002903922,0.000156451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000188127,"about_ca_system_score_gemma":0.0002376686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002231303,"about_ca_topic_score_gemma":0.0008152261,"domain_scores_codex":[0.9995228,0.000198422,0.00003533028,0.00007768226,0.0001366145,0.00002901058],"domain_scores_gemma":[0.9989263,0.0003225933,0.000409139,0.00008467547,0.0001676547,0.00008951224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01008316,0.001160626,0.6776085,0.0005946113,0.0004299555,0.0004440526,0.0002345396,0.001547508,0.05697693,0.0001136017,0.0006651296,0.2501414],"study_design_scores_gemma":[0.0003557469,0.02475709,0.911945,0.0001722913,0.0004967205,0.004947648,0.0004366478,0.01391209,0.04034454,0.0001801995,0.002384105,0.00006802796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918411,0.001998232,0.004950947,0.00006990455,0.00002334065,0.0001097053,0.00009534148,0.00007632586,0.0008351158],"genre_scores_gemma":[0.9916739,0.0007459904,0.007030146,0.00008176429,0.00002306114,0.00007934804,0.000114695,0.000005589611,0.0002455617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001276889,"threshold_uncertainty_score":0.006516695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01678885244694808,"score_gpt":0.3008828202446383,"score_spread":0.2840939677976902,"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."}}