{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006270942,0.0004014662,0.001162175,0.0004094319,0.0002142724,0.000101222,0.0001654526,0.000220346,0.000124312],"category_scores_gemma":[0.0005469847,0.0003482675,0.0002056141,0.000849255,0.0006150114,0.0005957662,0.0001615627,0.00019419,0.00000951448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003093113,"about_ca_system_score_gemma":0.0008468051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008726729,"about_ca_topic_score_gemma":0.00005850655,"domain_scores_codex":[0.9975584,0.0001450654,0.0007105175,0.0007922423,0.0002906428,0.0005031746],"domain_scores_gemma":[0.9965826,0.001637634,0.000455935,0.0003329155,0.0007669003,0.0002240068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002752504,0.0001052333,0.4097023,0.0008850162,0.001086485,0.000097809,0.0001229483,0.00001990695,0.00470826,0.005022405,0.0007121449,0.574785],"study_design_scores_gemma":[0.004146947,0.001478458,0.9315842,0.002654277,0.001032297,0.03007006,0.004581368,0.0006603508,0.01441448,0.006726139,0.001428808,0.001222568],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819072,0.0001251097,0.01042299,0.0001497703,0.001125381,0.002382256,0.0007804037,0.0002361213,0.002870788],"genre_scores_gemma":[0.9584364,0.0001059705,0.04049895,0.00002781105,0.00008142416,0.0003229232,0.0004391668,0.00004462525,0.00004274602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5735624,"threshold_uncertainty_score":0.9998969,"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."}}