{"id":"W4312127793","doi":"10.3390/curroncol29120768","title":"Preoperative Radio(Chemo)Therapy in Breast Cancer: Time to Switch the Perspective?","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Radiation therapy; Context (archaeology); Breast cancer; Systemic therapy; Cancer; Disease; Surgery; Intensive care medicine; Oncology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0007275049,0.0004176833,0.0008597653,0.001131905,0.000188669,0.0008621793,0.0005770934,0.0008372483,0.00180774],"category_scores_gemma":[0.00144774,0.0001566621,0.000397396,0.001196989,0.0005542868,0.001527078,0.0003531685,0.001859505,0.0007110666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005068692,"about_ca_system_score_gemma":0.000988272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008616688,"about_ca_topic_score_gemma":0.001802965,"domain_scores_codex":[0.9997869,0.00007160911,0.00003848864,0.00003139034,0.00005650665,0.00001514499],"domain_scores_gemma":[0.9993114,0.0004457123,0.0000640018,0.00001506935,0.000138418,0.00002534889],"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":[0.00009685893,0.00003526282,0.0002785195,0.02411147,0.00009723219,0.0002862103,0.0001188539,0.0002500209,0.0008088627,0.005342296,0.04033494,0.9282396],"study_design_scores_gemma":[0.0000232552,0.0001097684,0.001040738,0.01207041,0.0001939038,0.003301139,0.0002046968,0.00008322777,0.0003393667,0.003277422,0.9793348,0.00002118895],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000530975,0.9986042,0.00004733132,0.0007818218,0.0002367891,9.565739e-7,0.000004416662,0.000002041308,0.0002693158],"genre_scores_gemma":[0.0006221355,0.9983484,0.00009131448,0.0004378702,0.000337228,0.000002116559,0.000007541667,8.720062e-7,0.0001525006],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00180774,"threshold_uncertainty_score":0.006047547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07980621100166752,"score_gpt":0.4230080595214792,"score_spread":0.3432018485198117,"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."}}