{"id":"W4221120760","doi":"10.1158/1538-7445.sabcs21-p2-03-04","title":"Abstract P2-03-04: Characteristics and clinical differences of breast cancer patients with negative or low HER2 expression","year":2022,"lang":"en","type":"article","venue":"Cancer Research","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University; Sault Area Hospital","funders":"","keywords":"Medicine; Breast cancer; Immunohistochemistry; Internal medicine; Oncology; Cancer; Trastuzumab; Stage (stratigraphy); Biology","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":[0.000292972,0.0002045959,0.0002526806,0.0008467996,0.0004026406,0.0004946711,0.0003057355,0.000463364,0.00446874],"category_scores_gemma":[0.001463348,0.0001699147,0.0002266947,0.0008236709,0.0003733448,0.0004202818,0.0003133863,0.0003704118,0.0007265118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002409567,"about_ca_system_score_gemma":0.0002168256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009965298,"about_ca_topic_score_gemma":0.0008442631,"domain_scores_codex":[0.9997693,0.00004154277,0.0000307609,0.00006072378,0.00003813029,0.00005963913],"domain_scores_gemma":[0.9986991,0.000286938,0.0004730524,0.00004024685,0.0001093344,0.0003914261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000141009,0.00002397551,0.9989838,0.000002750609,0.000008349738,0.0001174596,0.00001721938,0.00001723128,0.0002131575,0.00000622986,0.0000583001,0.0004104048],"study_design_scores_gemma":[0.00001441845,0.000180247,0.998007,0.000002549929,0.00001042428,0.001261043,0.0001438745,0.0001184627,0.00008649435,0.00002098506,0.00015117,0.000003362416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993642,0.00005251333,0.00003303586,0.00001831535,0.000002817587,0.00000560568,0.0002044431,0.0000017736,0.0003174255],"genre_scores_gemma":[0.9995062,0.0000178799,0.00002419021,0.00001316025,0.000007406064,0.000007705812,0.0002883445,0.000001268892,0.0001338426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00446874,"threshold_uncertainty_score":0.01494944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1359317590364671,"score_gpt":0.479460287434435,"score_spread":0.3435285283979678,"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."}}