{"id":"W4234629019","doi":"10.1016/s0167-8140(04)80639-x","title":"139 Clinical screening for lymphedema in breast cancer patients: Validation of Canadian guidelines","year":2004,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Lymphedema; Breast cancer; Oncology; Internal medicine; Medical physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002792063,0.00007361201,0.0003425076,0.000207893,0.00002957166,0.00000349833,0.00003278721,0.0001220718,0.00005441159],"category_scores_gemma":[0.00009942672,0.00005970239,0.00005905566,0.0001393123,0.0000575812,0.00004060585,0.000002986984,0.000007445903,3.363329e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003551496,"about_ca_system_score_gemma":0.0008602106,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04449471,"about_ca_topic_score_gemma":0.02306611,"domain_scores_codex":[0.9991392,0.00004466598,0.0004539423,0.0001483472,0.00006477768,0.0001490237],"domain_scores_gemma":[0.9993833,0.0001112265,0.0001051963,0.00007746149,0.0001605345,0.0001622988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006233716,0.0002343451,0.9243287,0.00007473894,0.00006807534,0.000005559993,0.0002544233,0.0000853999,0.0001148814,0.0002146532,0.001173643,0.07282219],"study_design_scores_gemma":[0.02396434,0.001052168,0.9519832,0.0003507965,0.00009391246,0.00004961468,0.0002045135,0.0003209994,0.0001964022,0.000162781,0.02148737,0.0001339477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892883,0.001703133,0.0007030569,0.007305039,0.0002362788,0.0005056675,0.00006778423,0.000008664343,0.0001820807],"genre_scores_gemma":[0.9888603,0.001410696,0.005349556,0.003822482,0.0004151993,0.00005533334,0.00003408995,0.00001356854,0.00003877409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07268824,"threshold_uncertainty_score":0.9947604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07580257207131517,"score_gpt":0.410569652233026,"score_spread":0.3347670801617108,"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."}}