{"id":"W4410808915","doi":"10.1200/jco.2025.43.16_suppl.561","title":"Association of lifestyle factors and pathological characteristics in patients with early breast cancer and overweight/obesity: Results from the Breast Cancer Weight Loss (BWEL) trial.","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Breast cancer; Overweight; Obesity; Pathological; Weight loss; Internal medicine; Cancer; Oncology","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":[0.002606764,0.0007132412,0.001447237,0.0002582934,0.0002533971,0.0009120191,0.000385866,0.0007465066,0.002062261],"category_scores_gemma":[0.002132026,0.0002930041,0.00138932,0.0005192549,0.0003646745,0.0004681114,0.0005158242,0.001375297,0.0003223981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003126579,"about_ca_system_score_gemma":0.0005307933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008830795,"about_ca_topic_score_gemma":0.001479656,"domain_scores_codex":[0.9994195,0.0003577778,0.00003855265,0.00006752162,0.0000563547,0.00006033391],"domain_scores_gemma":[0.9988496,0.0003204156,0.000318081,0.0000926838,0.00007068476,0.0003484778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.8647168,0.005242434,0.08561624,0.0008536746,0.005339633,0.00007976466,0.00009441443,0.0005099861,0.00209368,0.00007397498,0.001991912,0.03338736],"study_design_scores_gemma":[0.4593237,0.08826072,0.433595,0.0002438648,0.0120538,0.0002363292,0.0001468745,0.001314237,0.0007317937,0.0003900195,0.003649362,0.00005430116],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901415,0.006207549,0.0002211738,0.0006028386,0.0001209918,0.0003991632,0.001392097,0.00001966514,0.0008950898],"genre_scores_gemma":[0.9907365,0.002354651,0.0004158119,0.0006635665,0.0002560083,0.000626855,0.003677774,0.00001035989,0.001258297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002606764,"threshold_uncertainty_score":0.01378608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02946990496339887,"score_gpt":0.3684554361108468,"score_spread":0.3389855311474479,"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."}}