{"id":"W4404167454","doi":"10.70472/cdpu5571","title":"The prevalence of lymphedema in Canada: An update.","year":2024,"lang":"en","type":"article","venue":"Pathways.","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lymphedema; Medicine; Internal medicine; Cancer; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001589762,0.00005839343,0.0001113478,0.00002438512,0.00002074139,0.0000103506,0.00008273728,0.00001596436,0.00009197071],"category_scores_gemma":[0.00007791199,0.00003445056,0.00002704053,0.0001188704,0.00002567969,0.0000409568,0.00001556238,0.000005711975,0.00001618865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002247021,"about_ca_system_score_gemma":0.002757299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.227916,"about_ca_topic_score_gemma":0.2416718,"domain_scores_codex":[0.9993131,0.00003480018,0.0001918094,0.0001237552,0.0002096032,0.0001269114],"domain_scores_gemma":[0.9995344,0.0001043825,0.00002128832,0.000230976,0.00002534708,0.00008360323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002543078,0.0002918192,0.8216053,0.01222214,0.0001444177,0.001360712,0.00240649,0.00002364973,0.005439845,0.0241577,0.01525088,0.1168427],"study_design_scores_gemma":[0.001374878,0.0001915031,0.9595226,0.002231336,0.000209041,0.0001631408,0.002491364,0.006512758,0.008773944,0.001378222,0.01688854,0.0002626886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807953,0.01498432,0.000007465006,0.000334419,0.0002888014,0.000174599,0.00004160998,0.00002410118,0.003349356],"genre_scores_gemma":[0.9992312,0.0002024832,0.00001452839,0.0001336148,0.00006286843,0.00001680636,0.000003901137,0.000007645209,0.0003269505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1379173,"threshold_uncertainty_score":0.7772253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01778429269219802,"score_gpt":0.2464937810901182,"score_spread":0.2287094883979202,"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."}}