{"id":"W4318054857","doi":"10.3390/cancers15030751","title":"CANTO-RT: One of the Largest Prospective Multicenter Cohort of Early Breast Cancer Patients Treated with Radiotherapy including Full DICOM RT Data","year":2023,"lang":"en","type":"article","venue":"Cancers","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Cancer Research; Institut de Cancérologie de Lorraine; Institut Bergonié; Agence Nationale de la Recherche; Institut Claudius Regaud; Assistance publique-Hôpitaux de Paris; Unicancer; Institut Gustave-Roussy","keywords":"Medicine; Breast cancer; Prospective cohort study; Cohort; Radiation therapy; DICOM; Sentinel node; Cancer; Radiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002219528,0.0007960345,0.0006956895,0.001308424,0.001148882,0.0009672058,0.001008427,0.0004502894,0.007794423],"category_scores_gemma":[0.004145366,0.0004138606,0.0005625032,0.002207116,0.0004039732,0.0005412708,0.001719279,0.0005266028,0.002354755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001574261,"about_ca_system_score_gemma":0.003281818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02037476,"about_ca_topic_score_gemma":0.03217947,"domain_scores_codex":[0.9989931,0.0003285536,0.00009974031,0.0002473066,0.000192713,0.0001385064],"domain_scores_gemma":[0.9962612,0.0005890024,0.001115884,0.0007900338,0.0006882125,0.0005555651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01770969,0.002224448,0.755935,0.001902927,0.001162414,0.001152148,0.001279186,0.003795385,0.01456943,0.001783784,0.08013043,0.1183551],"study_design_scores_gemma":[0.00247729,0.003005479,0.8491157,0.0003060799,0.0008409167,0.00287746,0.0006680964,0.00205007,0.005033372,0.000680563,0.1327485,0.0001965281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.822934,0.002513164,0.005552409,0.0006155754,0.0001484912,0.003352091,0.152714,0.0005389716,0.01163115],"genre_scores_gemma":[0.7115908,0.001152869,0.01525788,0.0008903828,0.0003493658,0.00682594,0.2596727,0.0005894725,0.003670541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02037476,"threshold_uncertainty_score":0.04051238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01746149788336813,"score_gpt":0.2739205973829968,"score_spread":0.2564590994996287,"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."}}