{"id":"W2561642944","doi":"10.1007/s10549-016-4080-9","title":"Survival with metastatic breast cancer based on initial presentation, de novo versus relapsed","year":2016,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":189,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Metastatic breast cancer; Internal medicine; Breast cancer; Cancer; Oncology; Cohort; Gynecology; Gastroenterology","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":[0.0006870829,0.0002236585,0.0004612641,0.0006561686,0.0002317008,0.0004722855,0.0003260249,0.0004463434,0.002104919],"category_scores_gemma":[0.002420002,0.0001246427,0.0005881181,0.0004931171,0.0002438568,0.0004826277,0.0005210504,0.0005332952,0.000234512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003705568,"about_ca_system_score_gemma":0.0002817879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0020905,"about_ca_topic_score_gemma":0.00253458,"domain_scores_codex":[0.999773,0.00005821787,0.00001857897,0.00005785772,0.00002503819,0.00006728667],"domain_scores_gemma":[0.9987558,0.0004320022,0.0003000609,0.0001086399,0.00006665378,0.000336829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009871193,0.0001184529,0.9759016,0.00004780916,0.0002267806,0.0003974852,0.0003197347,0.0004613128,0.002768863,0.0001391137,0.0003373621,0.009410395],"study_design_scores_gemma":[0.00004641068,0.0008758756,0.9969868,0.00001295719,0.00010457,0.0008371774,0.0002099984,0.000231337,0.0002626073,0.00012296,0.0003015124,0.000007828061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980801,0.0005881258,0.00005818457,0.00003944782,0.000007426737,0.000005107394,0.0004071789,0.000003587932,0.0008108612],"genre_scores_gemma":[0.9989408,0.0001848126,0.00002653865,0.00001850577,0.00001323396,0.000005905792,0.0004738045,0.000002098296,0.0003342171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002104919,"threshold_uncertainty_score":0.007041633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05852073882272807,"score_gpt":0.3837003820819997,"score_spread":0.3251796432592717,"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."}}