{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000524498,0.0004723041,0.001513281,0.001002744,0.00002785156,0.0001040478,0.00008729862,0.0004781211,0.003151186],"category_scores_gemma":[0.0001025057,0.0004009343,0.001054943,0.0005117613,0.00005122445,0.0002283716,0.0000758418,0.0001575371,0.000577629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003088337,"about_ca_system_score_gemma":0.001415715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004333232,"about_ca_topic_score_gemma":0.00002343283,"domain_scores_codex":[0.9965258,0.0001314238,0.001188929,0.0006698281,0.0008967388,0.0005873113],"domain_scores_gemma":[0.9973658,0.001130505,0.0002986577,0.0006328616,0.0003205747,0.0002516371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005901548,0.00002945321,0.1306563,0.006639119,0.0002902003,0.001501071,0.0002535959,2.413505e-7,0.00001574676,1.082043e-7,0.8288075,0.03121649],"study_design_scores_gemma":[0.0004733189,0.00004287074,0.6155804,0.01682743,0.001587538,0.0001765792,0.0002671609,8.679915e-7,0.000214651,0.00004773105,0.3639571,0.0008243526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6199563,0.008115844,0.00001005458,0.3562593,0.005114855,0.001293022,0.008786843,0.0001774219,0.0002863554],"genre_scores_gemma":[0.4488792,0.001917497,0.0000444819,0.5062212,0.01100093,0.003080975,0.002872339,0.0004183323,0.025565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4849241,"threshold_uncertainty_score":0.9998443,"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."}}