{"id":"W2091805528","doi":"10.1002/cncr.23350","title":"Prognostic significance of HER‐2 status in women with inflammatory breast cancer","year":2008,"lang":"en","type":"article","venue":"Cancer","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"National Cancer Institute; Susan G. Komen for the Cure","keywords":"Medicine; Internal medicine; Trastuzumab; Breast cancer; Proportional hazards model; Univariate analysis; Anthracycline; Disease; Multivariate analysis; Oncology; Survival analysis; Inflammatory breast cancer; Regimen; Cancer; Chemotherapy; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001825366,0.0001905645,0.000434272,0.0001719181,0.00004239331,0.000006032611,0.0001420433,0.00008861181,0.001628931],"category_scores_gemma":[0.00004798168,0.0001542596,0.00003101426,0.0006436461,0.0004310248,0.00009629608,0.00003858354,0.0003766238,0.00001659982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001449625,"about_ca_system_score_gemma":0.003573613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002010082,"about_ca_topic_score_gemma":0.0009162892,"domain_scores_codex":[0.9978513,0.00005741646,0.0003316536,0.0003715761,0.0006270664,0.00076104],"domain_scores_gemma":[0.998822,0.00007253081,0.0001102781,0.0003698777,0.0002989938,0.000326341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001741086,0.0001270892,0.9721149,0.0006729789,0.00007745388,0.0002611548,0.002365408,0.0002851428,0.006080076,0.000009232406,0.001817447,0.01444808],"study_design_scores_gemma":[0.002277642,0.0002830053,0.9827873,0.001013402,0.00001901256,0.00005594941,0.0003192979,0.00005433016,0.002648595,0.00001110033,0.01033261,0.0001977786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940088,0.003041705,0.000009542166,0.0007406189,0.0001088962,0.0009311715,0.0001167224,0.00004255983,0.001000005],"genre_scores_gemma":[0.993531,0.00297799,0.0000918436,0.0003179396,0.0002182237,0.001785352,0.000002789628,0.00005658223,0.001018281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0142503,"threshold_uncertainty_score":0.9992837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02885500294830198,"score_gpt":0.3240925398947564,"score_spread":0.2952375369464544,"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."}}