{"id":"W4385651875","doi":"10.1016/j.esmoop.2023.101615","title":"Retrospective study to estimate the prevalence and describe the clinicopathological characteristics, treatments received, and outcomes of HER2-low breast cancer","year":2023,"lang":"en","type":"article","venue":"ESMO Open","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"AstraZeneca","keywords":"Concordance; Medicine; Immunohistochemistry; Internal medicine; Trastuzumab; Oncology; 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":[0.001369772,0.0001506393,0.0004316645,0.00003896408,0.0001790782,0.00008697207,0.0003845548,0.00004074793,0.0003013985],"category_scores_gemma":[0.0005466877,0.00007292703,0.00003109733,0.0002706452,0.0002638711,0.00006476301,0.000731021,0.0002397979,0.00003499728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001145216,"about_ca_system_score_gemma":0.0001038879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002189056,"about_ca_topic_score_gemma":0.0005560881,"domain_scores_codex":[0.9984415,0.0002556448,0.0002749724,0.0004077369,0.000352972,0.0002671317],"domain_scores_gemma":[0.9989496,0.0002119146,0.00008527408,0.0004875368,0.0001411295,0.0001244891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003215124,0.0002200751,0.9865823,0.00005429358,0.00009016888,0.00006494735,0.002567471,5.010792e-7,0.00002676117,0.00001318169,0.0005936406,0.009465175],"study_design_scores_gemma":[0.000982305,0.0008009247,0.9968019,0.0001659443,0.0001271522,0.00002831752,0.0007740252,0.00003518579,0.0000317454,0.00005154724,0.0001251524,0.00007581044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872819,0.00005670283,8.257934e-7,0.009057585,0.0001156924,0.002871345,0.0002222766,0.00002441749,0.0003692833],"genre_scores_gemma":[0.9950495,0.0007009502,0.00005345648,0.0003117202,0.00004553047,0.0004416371,0.000004067203,0.00001995783,0.003373227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021962,"threshold_uncertainty_score":0.3309213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09067429760705649,"score_gpt":0.4811611636940519,"score_spread":0.3904868660869954,"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."}}