{"id":"W4293000937","doi":"10.54097/hset.v8i.1219","title":"The Combination Therapy in Breast Cancer Treatment","year":2022,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Advanced Breast Cancer Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Breast cancer; Medicine; Oncology; Combination therapy; Internal medicine; Metastatic breast cancer; Chemotherapy; Cancer; Drug resistance; Drug; Pharmacology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001625519,0.00007811317,0.0001108487,0.0004617777,0.0001833816,0.000009460597,0.0001281052,0.00002480806,0.00000616364],"category_scores_gemma":[0.000007839145,0.00005124665,0.000008365754,0.001341298,0.00024118,0.00005626685,0.00004856163,0.0001324203,9.876783e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004834133,"about_ca_system_score_gemma":0.00008593142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006831416,"about_ca_topic_score_gemma":0.0000211463,"domain_scores_codex":[0.9993206,0.000006127148,0.0001023791,0.0001971206,0.0001437775,0.0002300212],"domain_scores_gemma":[0.9997407,0.00002762168,0.00002213278,0.0001628891,0.00002341778,0.00002324878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002662084,0.0004451767,0.06833946,0.0000118614,0.0000309174,0.0001007948,0.00175829,0.007821825,0.1298932,0.2886624,0.00001302126,0.5026569],"study_design_scores_gemma":[0.01210522,0.001861272,0.5596004,0.0001499701,0.00001400578,0.001104415,0.001639302,0.02823236,0.05616107,0.005723271,0.3327576,0.0006511541],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751927,0.002278264,0.00001749705,0.02200071,0.0002047591,0.0001882155,0.000003302526,0.0000841202,0.00003038913],"genre_scores_gemma":[0.9980861,0.001373957,0.0001272833,0.00002748075,0.00001359216,0.0002949187,3.874461e-7,0.000006846668,0.00006946109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5020058,"threshold_uncertainty_score":0.2089778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007560513292599189,"score_gpt":0.2545620940950164,"score_spread":0.2470015808024172,"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."}}