{"id":"W4200599632","doi":"10.3390/curroncol29010001","title":"Management Strategies for Older Patients with Low-Risk Early-Stage Breast Cancer: A Physician Survey","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Lumpectomy; Breast cancer; Internal medicine; Radiation therapy; Quality of life (healthcare); Stage (stratigraphy); Disease; Cancer; Oncology; Mastectomy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001540401,0.00009957741,0.0002225468,0.0005060182,0.0006187871,0.0005324353,0.0002211526,0.0005853203,0.001159677],"category_scores_gemma":[0.006235495,0.0001905245,0.0002771032,0.0007820775,0.0002057291,0.0006329918,0.0003409924,0.0005014603,0.0002276147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009074637,"about_ca_system_score_gemma":0.001064069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02649195,"about_ca_topic_score_gemma":0.03760429,"domain_scores_codex":[0.9991922,0.0002896073,0.0001439077,0.00006382887,0.0001934025,0.0001170799],"domain_scores_gemma":[0.9953539,0.001070556,0.002072048,0.00007288577,0.0007225242,0.0007080603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005235701,0.0001042542,0.9920523,0.00007636841,0.00002253623,0.0001112059,0.001341216,0.00004396247,0.000126114,0.00001742008,0.001192032,0.004860112],"study_design_scores_gemma":[0.000027546,0.0003074064,0.9918355,0.00007770866,0.00002911053,0.0003885014,0.004658031,0.000257186,0.00005734869,0.0000223199,0.002329739,0.000009689735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959673,0.0006532209,0.00009168919,0.001887179,0.00001424124,0.00005564929,0.0004129575,0.000005486079,0.000912261],"genre_scores_gemma":[0.9974155,0.0007461029,0.0003084397,0.001003615,0.00002505022,0.00003938465,0.0002425566,0.000001617761,0.0002175906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02649195,"threshold_uncertainty_score":0.05267549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0217807092797573,"score_gpt":0.3263035208436137,"score_spread":0.3045228115638564,"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."}}