{"id":"W2124824379","doi":"10.1111/j.1524-4741.2007.00396.x","title":"Intratumoral Heterogeneity of HER2/neu in Breast Cancer?A Rare Event","year":2007,"lang":"en","type":"article","venue":"The Breast Journal","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Breast cancer; HER2/neu; Fluorescence in situ hybridization; Immunohistochemistry; Concordance; Breast carcinoma; Chromogenic in situ hybridization; Cancer research; Ductal carcinoma; clone (Java method); Oncology; In situ hybridization; Gene duplication; Cancer; Trastuzumab; Pathology; Gene; Internal medicine; Gene expression; Biology; Chromosome; Genetics","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":[0.002414321,0.0001682377,0.0003647827,0.0002002216,0.0001034206,0.00002937159,0.0003588242,0.00008377428,0.000845768],"category_scores_gemma":[0.00003223829,0.0001092482,0.0001586485,0.0004632322,0.0002037708,0.00008854963,0.00009064887,0.001100282,0.00001851221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005364941,"about_ca_system_score_gemma":0.0006706127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009461874,"about_ca_topic_score_gemma":0.0007311478,"domain_scores_codex":[0.9975858,0.0001741474,0.0005930951,0.0001796849,0.0008369401,0.0006302873],"domain_scores_gemma":[0.9987639,0.00006863251,0.000189883,0.0003469565,0.0002793038,0.0003513232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003272053,0.000537241,0.8367076,0.000181751,0.0001622711,0.00106899,0.00082174,0.00013347,0.01386111,0.00006679295,0.003534107,0.1396529],"study_design_scores_gemma":[0.001736093,0.0001444919,0.9556016,0.0006547477,0.00003761606,0.0356591,0.0003688924,0.00008827174,0.0048249,0.0001474729,0.0006202662,0.0001165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871015,0.001058209,0.0001076934,0.01032685,0.0003207057,0.0002644935,0.00006153,0.00001383743,0.000745196],"genre_scores_gemma":[0.9981568,0.0002928701,0.00008372821,0.0003337654,0.0009511987,0.000007237524,0.00000226189,0.00003015716,0.0001419592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1395364,"threshold_uncertainty_score":0.9260567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0311584046340533,"score_gpt":0.3798291547736526,"score_spread":0.3486707501395993,"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."}}