{"id":"W4322772140","doi":"10.1158/1538-7445.sabcs22-her2-15","title":"Abstract HER2-15: HER2-15 Retrospective Study to Estimate the Prevalence and Describe the Clinicopathological Characteristics, Treatment Patterns, and Outcomes of HER2-Low Breast Cancer","year":2023,"lang":"en","type":"article","venue":"Cancer Research","topic":"Advanced Breast Cancer Therapies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Medicine; Immunohistochemistry; Concordance; Internal medicine; Breast cancer; Trastuzumab; Oncology; Metastatic breast cancer; Cancer","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":[0.001469488,0.0003245516,0.0006714619,0.0001312845,0.000352935,0.00007954263,0.0003304436,0.00007959783,0.0005194903],"category_scores_gemma":[0.0002513596,0.0001701113,0.00008229662,0.0005114229,0.0007438348,0.00009453686,0.0003377112,0.0005788863,0.00002201448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005574968,"about_ca_system_score_gemma":0.0002534146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003357076,"about_ca_topic_score_gemma":0.002161438,"domain_scores_codex":[0.9968921,0.0003203404,0.0004625632,0.0007545705,0.0008651266,0.000705332],"domain_scores_gemma":[0.9978785,0.0005124871,0.0001461044,0.0007377717,0.0004755125,0.000249616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000987122,0.000365389,0.9468783,0.000282042,0.0001760082,0.0001051899,0.003983045,0.000009016974,0.0008928125,0.00001432189,0.0001045564,0.04620219],"study_design_scores_gemma":[0.001443941,0.001073232,0.9932605,0.000443303,0.00009974797,0.00003738,0.002738493,0.000017928,0.0003929004,0.00006876315,0.0002577343,0.0001660761],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985936,0.00131452,0.000005635682,0.009212748,0.0001845608,0.002446156,0.0008002199,0.00006975891,0.00003034784],"genre_scores_gemma":[0.9928884,0.004211296,0.00002251577,0.0002351168,0.0002371502,0.001317222,0.000006670167,0.00005612421,0.001025511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0463822,"threshold_uncertainty_score":0.6936938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09410522239188455,"score_gpt":0.4734370742914579,"score_spread":0.3793318518995733,"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."}}