{"id":"W2555099733","doi":"10.1093/annonc/mdw571","title":"Research needs in breast cancer","year":2016,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Cancer; Disease; Precision medicine; Translational research; Oncology; Triple-negative breast cancer; Metastatic breast cancer; Survivorship curve; Internal medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03414267,0.0008666782,0.002326622,0.005499955,0.003615597,0.008407223,0.00273199,0.01446434,0.02875855],"category_scores_gemma":[0.05214929,0.0007226025,0.001257937,0.004279529,0.006312178,0.01458905,0.008168803,0.01169966,0.005272501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007185425,"about_ca_system_score_gemma":0.03075776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006025612,"about_ca_topic_score_gemma":0.008592506,"domain_scores_codex":[0.9908816,0.00441925,0.001121734,0.0006720842,0.001339837,0.001565622],"domain_scores_gemma":[0.8938196,0.05746718,0.003704406,0.00328862,0.0178663,0.0238539],"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":[0.0005212429,0.0004061439,0.002803305,0.007017538,0.000118363,0.0008015724,0.00165419,0.0007067473,0.001336495,0.08204684,0.5098754,0.3927121],"study_design_scores_gemma":[0.0001401795,0.0002076706,0.002982636,0.009372317,0.0001064211,0.0008714022,0.005909001,0.000334373,0.0002697383,0.1084206,0.8713131,0.00007256123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001109889,0.2673858,0.0003681137,0.715261,0.007576877,0.00001980318,0.0002196431,0.00005141136,0.008007442],"genre_scores_gemma":[0.0477077,0.6565784,0.003748611,0.2256086,0.05720199,0.0002285237,0.001031301,0.00007811141,0.00781686],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03414267,"threshold_uncertainty_score":0.1805658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08248536685961652,"score_gpt":0.4286250820289159,"score_spread":0.3461397151692993,"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."}}