{"id":"W2589265581","doi":"10.1200/jco.2015.33.28_suppl.38","title":"Implantable marker to facilitate use of hypofractionated radiation in early breast cancer.","year":2015,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Radiation therapy; Mastectomy; Radiation treatment planning; Dose fractionation; Cancer; Surgery; Radiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003968939,0.0002925377,0.0001819548,0.0003938875,0.0001086628,0.0003367375,0.0003564814,0.000232511,0.001115104],"category_scores_gemma":[0.001607894,0.000143022,0.0002886662,0.0003265211,0.0002069047,0.0002113922,0.0002189313,0.0002178857,0.000362742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002066105,"about_ca_system_score_gemma":0.0002297414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003131698,"about_ca_topic_score_gemma":0.0005008102,"domain_scores_codex":[0.999813,0.00005308042,0.0000198852,0.0000222544,0.00006711196,0.00002460952],"domain_scores_gemma":[0.9993156,0.0001872991,0.0003627474,0.00006211676,0.00002998944,0.00004224545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003208693,0.001035938,0.2608691,0.0009283223,0.0001747711,0.002749084,0.0006081758,0.003209272,0.1998972,0.0005679863,0.002063335,0.5246881],"study_design_scores_gemma":[0.0004941821,0.02863904,0.6888559,0.0002073098,0.0004495654,0.06631259,0.0003016927,0.008585857,0.1643285,0.0003921912,0.04135375,0.00007945425],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860818,0.004681242,0.007459157,0.0001546401,0.00005198268,0.00006629375,0.0001053136,0.0001489305,0.001250568],"genre_scores_gemma":[0.9912968,0.0007220497,0.007345231,0.00004976871,0.00002194738,0.00002757455,0.0001178006,0.00001495809,0.0004038712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001115104,"threshold_uncertainty_score":0.003730416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1829804946854068,"score_gpt":0.4313049778114337,"score_spread":0.248324483126027,"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."}}