{"id":"W2158770026","doi":"10.1200/jco.2014.55.4139","title":"Past, Present, and Future Challenges in Breast Cancer Treatment","year":2014,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":275,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital","funders":"National Cancer Institute; Genentech; AstraZeneca","keywords":"Medicine; Breast cancer; Cancer; Oncology; Internal medicine","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":[0.0005739919,0.0001280751,0.0006166989,0.00003833698,0.00002308593,0.000004053266,0.00009221582,0.0002470056,0.00001429137],"category_scores_gemma":[0.00003947568,0.00008465779,0.0001507228,0.0000295202,0.0001164639,0.000004880177,0.00005611486,0.0001522975,0.000001236253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005382731,"about_ca_system_score_gemma":0.000195154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004140799,"about_ca_topic_score_gemma":0.0002610363,"domain_scores_codex":[0.9985973,0.0002890578,0.0006581076,0.0002023337,0.00009064082,0.0001625616],"domain_scores_gemma":[0.998973,0.0001901285,0.0004661218,0.0001307865,0.0001085479,0.0001314329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001160678,0.0006718174,0.17656,0.000008303989,0.0003125354,0.00002234002,0.00007888909,0.000009246556,0.0001076921,0.00005334285,0.002270529,0.8187447],"study_design_scores_gemma":[0.003240291,0.001866343,0.569133,0.00001181796,0.00005739769,0.0001249237,0.0001049123,0.000003868965,0.00004856624,0.00007653137,0.4252744,0.00005801094],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8292267,0.02180462,0.00001153108,0.1451534,0.001227512,0.0001108273,0.00001533476,0.000003296575,0.002446812],"genre_scores_gemma":[0.8972563,0.08805121,0.0003100118,0.0005070659,0.01379586,0.00001326217,0.000001823329,0.00001185343,0.00005265526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8186866,"threshold_uncertainty_score":0.3452244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08132865229469918,"score_gpt":0.4242177245564884,"score_spread":0.3428890722617892,"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."}}