{"id":"W4399363634","doi":"10.1001/jamasurg.2024.1633","title":"Early Implementation of Exercise to Facilitate Recovery After Breast Cancer Surgery","year":2024,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Breast cancer; Quality of life (healthcare); Rehabilitation; Physical therapy; Prehabilitation; Breast surgery; Physical medicine and rehabilitation; Cancer; Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001202069,0.0006000206,0.0007783971,0.0003565387,0.0002501815,0.0002945053,0.0003864456,0.0009104294,0.001827531],"category_scores_gemma":[0.002196861,0.0002348746,0.0005646411,0.0001967461,0.0002763886,0.0003258752,0.0003488714,0.0007125295,0.0001915507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002101041,"about_ca_system_score_gemma":0.0005876906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003909598,"about_ca_topic_score_gemma":0.001344118,"domain_scores_codex":[0.9994186,0.0002814376,0.00007559994,0.00005685322,0.00006736591,0.0001001035],"domain_scores_gemma":[0.9992269,0.0002968309,0.0002318268,0.00003868443,0.00003787172,0.0001678634],"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":[0.2943388,0.08430751,0.03316143,0.008647131,0.001483583,0.0002482179,0.0003456384,0.001989947,0.02000771,0.0001520285,0.001243754,0.5540742],"study_design_scores_gemma":[0.2550564,0.5035155,0.2280995,0.0009292372,0.001261603,0.0003196892,0.0001836165,0.001717991,0.005546493,0.0001676417,0.003149464,0.00005296136],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941717,0.002976042,0.0003080776,0.0002647928,0.0001119049,0.001537054,0.00005737986,0.00002801319,0.0005450703],"genre_scores_gemma":[0.9921964,0.002402485,0.00214719,0.0003037166,0.0002331407,0.002151657,0.000150769,0.000003561961,0.0004111727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001827531,"threshold_uncertainty_score":0.006357253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03530634252204309,"score_gpt":0.2843776815605892,"score_spread":0.2490713390385461,"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."}}