{"id":"W4321094757","doi":"10.3390/cancers15041260","title":"Recent Advances in Optimizing Radiation Therapy Decisions in Early Invasive Breast Cancer","year":2023,"lang":"en","type":"review","venue":"Cancers","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; Juravinski Cancer Centre; University of British Columbia","funders":"Cancer Research Society","keywords":"Medicine; Breast cancer; Adjuvant; Oncology; Radiation therapy; Clinical trial; Adjuvant radiotherapy; Internal medicine; Disease; Translational research; Cancer; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001316611,0.000709522,0.001440858,0.0018474,0.0001704531,0.0009507707,0.0009121074,0.00100601,0.002366506],"category_scores_gemma":[0.002846735,0.0002862923,0.0009029429,0.001976078,0.000491723,0.001010853,0.0006167829,0.001596,0.0008047401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008838948,"about_ca_system_score_gemma":0.001291301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00141405,"about_ca_topic_score_gemma":0.002378774,"domain_scores_codex":[0.999599,0.0001470062,0.00007049414,0.00006717726,0.00009215562,0.00002412523],"domain_scores_gemma":[0.9983725,0.001238027,0.0001349791,0.00002300634,0.0001957501,0.00003575982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000946385,0.0000335257,0.0002158527,0.0283475,0.000199877,0.00008473259,0.00005497347,0.00072102,0.0003325517,0.002041686,0.01257,0.9553036],"study_design_scores_gemma":[0.00007394126,0.0002257469,0.002552884,0.02420474,0.0007719062,0.001609995,0.0001431617,0.0004624618,0.0005626241,0.005566811,0.9637729,0.00005293251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000663364,0.9991971,0.000102455,0.0002489705,0.00008126761,0.000002610356,0.000008850026,0.000002928667,0.0002895052],"genre_scores_gemma":[0.0005979196,0.9988417,0.0001883133,0.000149049,0.0001170005,0.000004157092,0.00001689346,0.000001060716,0.00008390955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002366506,"threshold_uncertainty_score":0.007916749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04661765747295643,"score_gpt":0.3547909953835415,"score_spread":0.308173337910585,"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."}}