{"id":"W2104351249","doi":"10.1586/14737140.6.2.205","title":"Optimizing locoregional control and survival for women with breast cancer: a review of current developments in postmastectomy radiotherapy","year":2006,"lang":"en","type":"review","venue":"Expert Review of Anticancer Therapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Radiation therapy; Breast cancer; Mastectomy; Systemic therapy; Oncology; Chemotherapy; Internal medicine; Adjuvant radiotherapy; Cancer; Modalities","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":[0.0007755798,0.0008041192,0.001935982,0.00217856,0.0002331819,0.0008673771,0.0008776205,0.0009657076,0.002236838],"category_scores_gemma":[0.0007617554,0.0003105477,0.0005912774,0.002587007,0.0003470569,0.001088661,0.0003782171,0.001065302,0.001398251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006017241,"about_ca_system_score_gemma":0.00084255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001231394,"about_ca_topic_score_gemma":0.002260613,"domain_scores_codex":[0.9997697,0.00005791246,0.00004320471,0.00003692574,0.00007840608,0.00001374744],"domain_scores_gemma":[0.9995962,0.00022369,0.00006262982,0.000007467998,0.00009046026,0.0000195329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001042288,0.00008410493,0.0002248598,0.02121792,0.00013735,0.000241168,0.00004853241,0.000364249,0.001223847,0.001112743,0.01896595,0.956275],"study_design_scores_gemma":[0.00007519751,0.000373945,0.002266067,0.01064061,0.0004064201,0.002990854,0.0001482502,0.0002355412,0.0009277368,0.001850744,0.9800444,0.00004030191],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009464141,0.9991848,0.00008506091,0.0002096634,0.00008556403,0.000003496561,0.000009479709,0.000003809091,0.0003235376],"genre_scores_gemma":[0.0003364559,0.9991191,0.0001878131,0.0001024186,0.00009497332,0.000004513001,0.00001242606,7.416618e-7,0.0001415611],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002236838,"threshold_uncertainty_score":0.007483006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02362719143126174,"score_gpt":0.3587847852787329,"score_spread":0.3351575938474711,"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."}}