{"id":"W4214522566","doi":"10.1016/j.clbc.2022.02.008","title":"Characteristics, Clinical Differences and Outcomes of Breast Cancer Patients with Negative or Low HER2 Expression","year":2022,"lang":"en","type":"article","venue":"Clinical Breast Cancer","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University; Essar Steel Algoma (Canada); Sault Area Hospital; Algoma University","funders":"","keywords":"Medicine; Breast cancer; Immunohistochemistry; Internal medicine; Oncology; Trastuzumab; Cancer; Stage (stratigraphy)","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":[0.0003269319,0.0002063642,0.0003787933,0.000749838,0.0004063141,0.0006506345,0.0002767924,0.0005096477,0.003033999],"category_scores_gemma":[0.001710095,0.0001438911,0.0004609766,0.001093372,0.0003194611,0.0006067508,0.0004864023,0.0005577249,0.0004084883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004290812,"about_ca_system_score_gemma":0.0003946439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002455025,"about_ca_topic_score_gemma":0.002118928,"domain_scores_codex":[0.9996036,0.0000522886,0.00005010355,0.00009479356,0.00004732115,0.0001520409],"domain_scores_gemma":[0.9991902,0.0001574833,0.0002850086,0.00003906877,0.00007912992,0.0002491676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000624594,0.00006399833,0.9971582,0.00000873575,0.00004731699,0.0001253965,0.00007041924,0.00006558796,0.0003624726,0.00005721988,0.0001346489,0.001281402],"study_design_scores_gemma":[0.00001979787,0.0001896874,0.9984552,0.000002869111,0.00002304232,0.0003678404,0.0003704217,0.0001912402,0.00004457542,0.00009885368,0.0002307272,0.000005921596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985447,0.0001975102,0.00005287665,0.00004834244,0.000009673274,0.000005520651,0.0004562817,0.000002461953,0.000682739],"genre_scores_gemma":[0.9990774,0.00005662487,0.00001672137,0.00002561694,0.00001479974,0.000007807391,0.0005404974,0.000001557191,0.0002588994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003033999,"threshold_uncertainty_score":0.01014972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.067916034245382,"score_gpt":0.4367112355314716,"score_spread":0.3687952012860896,"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."}}