{"id":"W2947508195","doi":"10.1007/s00432-019-02938-8","title":"HALFMOON TomoTherapy (Helical ALtered Fractionation for iMplant partial OmissiON): implant-sparing post-mastectomy radiotherapy reshaping the clinical target volume in the reconstructed breast","year":2019,"lang":"en","type":"article","venue":"Journal of Cancer Research and Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Accuray; Cancer Research Society; American Society for Radiation Oncology","keywords":"Tomotherapy; Medicine; Implant; Radiation therapy; Nuclear medicine; Breast reconstruction; Mastectomy; Dosimetry; Breast cancer; Radiology; Surgery; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004858845,0.0001434953,0.0005036896,0.00008117447,0.0001924333,0.00004707605,0.0003527174,0.0002914918,0.00008577371],"category_scores_gemma":[0.00045663,0.00007842928,0.000231898,0.0001205158,0.0004073202,0.00002134527,0.00007330547,0.0008523482,0.000002189994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259412,"about_ca_system_score_gemma":0.0008102529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002193226,"about_ca_topic_score_gemma":0.0005922917,"domain_scores_codex":[0.9967525,0.001158813,0.001020862,0.000333251,0.0003313987,0.0004031804],"domain_scores_gemma":[0.9968204,0.001799925,0.0004656037,0.0002269481,0.0005478317,0.0001392133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03391294,0.0009236409,0.5689546,0.00003215509,0.001162486,0.00003503283,0.0002660614,0.00004296051,0.008842681,0.0001163752,0.01947169,0.3662394],"study_design_scores_gemma":[0.01374241,0.009888917,0.6357419,0.0001047277,0.00005786056,0.0012008,0.0006583928,0.0003803729,0.0005373989,0.0005305135,0.3369647,0.0001919426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638568,0.002913782,0.0002258401,0.03120125,0.001073288,0.0006064998,0.00006388332,0.00000292957,0.00005576853],"genre_scores_gemma":[0.9851452,0.008706959,0.0006334505,0.002141788,0.003183288,0.00007850782,0.00002199305,0.00002109659,0.00006775722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3660474,"threshold_uncertainty_score":0.3703076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0888013419376511,"score_gpt":0.4853017961214386,"score_spread":0.3965004541837875,"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."}}