{"id":"W4391493358","doi":"10.2139/ssrn.4683939","title":"“The Uncertainty Principle”– Studying Immediate Lymphatic Reconstruction Impacts the Natural History of Breast Cancer Related Lymphedema","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Lymphedema; Natural history; Breast cancer; Natural (archaeology); Medicine; Lymphatic system; Cancer; Oncology; Internal medicine; Pathology; History; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003654064,0.0004740968,0.0007373521,0.0002203738,0.000301361,0.0001054173,0.000583064,0.0002976103,0.00006545577],"category_scores_gemma":[0.0002673023,0.0002509086,0.0006486273,0.0002422675,0.0002826859,0.00008488452,0.0003665227,0.0009241109,0.00002395695],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02420958,"about_ca_system_score_gemma":0.048305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001049671,"about_ca_topic_score_gemma":0.0006344667,"domain_scores_codex":[0.9949774,0.0004148133,0.001240638,0.0004560763,0.001085256,0.00182589],"domain_scores_gemma":[0.9971942,0.0002895965,0.001216876,0.0006549334,0.0004219527,0.0002224304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.008198453,0.001936367,0.08058008,0.01393693,0.0720227,0.0005155492,0.02776619,0.00334541,0.003560117,0.116704,0.01116579,0.6602684],"study_design_scores_gemma":[0.02872156,0.001653586,0.1212464,0.03883472,0.03283514,0.141278,0.05784171,0.04310648,0.0001737685,0.5238996,0.006360581,0.004048532],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6740391,0.3095973,0.000009397733,0.005341544,0.009411676,0.0009166771,0.00002238731,0.00008839001,0.0005735066],"genre_scores_gemma":[0.9585115,0.03592069,0.0000069471,0.00009182346,0.001183881,0.00007876992,0.00001120176,0.00007403952,0.004121104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6562199,"threshold_uncertainty_score":0.9999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165041524862494,"score_gpt":0.2728043994787889,"score_spread":0.2611539842301639,"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."}}