{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004501932,0.00005818473,0.0001274052,0.0001270072,0.00001771674,0.00000274982,0.0001565445,0.00014038,0.00009141639],"category_scores_gemma":[0.00008676405,0.00004429393,0.00003963874,0.0001492189,0.000158012,0.000001729574,0.00012107,0.00005840364,0.0000116399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002391698,"about_ca_system_score_gemma":0.0003426901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000350453,"about_ca_topic_score_gemma":0.0006101365,"domain_scores_codex":[0.9992661,0.00007429693,0.0001635459,0.0001502746,0.00007879496,0.0002669128],"domain_scores_gemma":[0.999384,0.00008901188,0.00004534244,0.0001955352,0.0002285658,0.00005747838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004395464,0.0002215752,0.038331,0.00001182711,0.00003591625,0.000009148014,0.00007607943,0.00002234451,0.6378907,0.001829205,0.07938349,0.2417492],"study_design_scores_gemma":[0.001239756,0.001227803,0.06395558,0.0000435345,0.000003677814,0.00001664819,0.0001352697,0.000002951178,0.1987228,0.001186626,0.7333199,0.0001455031],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742224,0.001080226,0.00002431452,0.01722246,0.0001435982,0.00007920135,0.00009566782,0.000001795311,0.007130377],"genre_scores_gemma":[0.9894326,0.009004447,0.00003320323,0.0007868539,0.0002441314,0.00002884352,0.000004424795,0.000009517177,0.0004559746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6539364,"threshold_uncertainty_score":0.1806254,"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."}}