{"id":"W2003965107","doi":"10.1186/bcr2432","title":"Who would have thought it! Influence on outcome of radiotherapy, Ki67 and stroma. Introduction to Session 5","year":2009,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Surgical oncology; Session (web analytics); Stroma; Radiation therapy; Medicine; Outcome (game theory); Oncology; Internal medicine; Medical physics; World Wide Web; Computer science; Immunohistochemistry","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":[0.002614398,0.001037132,0.001269093,0.0008521748,0.000999504,0.002151712,0.00143713,0.005315411,0.1968595],"category_scores_gemma":[0.006197717,0.0003010107,0.001518026,0.0003148279,0.0006522475,0.002313186,0.002880126,0.005964025,0.03869288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00189744,"about_ca_system_score_gemma":0.002059689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002105159,"about_ca_topic_score_gemma":0.00419677,"domain_scores_codex":[0.9990839,0.0003399764,0.00006835651,0.0001843118,0.0001854907,0.000138073],"domain_scores_gemma":[0.9969866,0.001262702,0.0002285542,0.00006302022,0.0005588618,0.0009002857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003250595,0.0001498942,0.0004858902,0.001644789,0.00003686543,0.00008552508,0.0001088412,0.0000438942,0.0002671386,0.001123401,0.9107478,0.08498093],"study_design_scores_gemma":[0.000204318,0.0004667338,0.004879439,0.004685212,0.00009188575,0.0004283319,0.0002786127,0.00007200753,0.0002039125,0.006791248,0.9818639,0.00003443617],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00475775,0.1312012,0.003355598,0.4140798,0.3237309,0.001489601,0.005861128,0.000772522,0.1147515],"genre_scores_gemma":[0.02116677,0.09693258,0.003877036,0.2669887,0.3738721,0.002450854,0.003999515,0.0007444703,0.2299679],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1968595,"threshold_uncertainty_score":0.6585608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03184341337773613,"score_gpt":0.4015235083394559,"score_spread":0.3696800949617198,"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."}}