{"id":"W2166886599","doi":"10.1186/bcr3417","title":"Illuminating luminal B: QSOX1 as a subtype-specific biomarker","year":2013,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"Advanced Fluorescence Microscopy Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Breast cancer; Tamoxifen; Biomarker; Medicine; Disease; Surgical oncology; Oncology; Cancer research; Cancer; Estrogen receptor; Internal medicine; Trastuzumab; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004412543,0.0001794727,0.0001386798,0.0001387076,0.0002242287,0.0000943674,0.0004678308,0.0001711343,0.0009546197],"category_scores_gemma":[0.00006770396,0.0001689604,0.00006780829,0.0003587318,0.0004960906,0.00001705414,0.0003558719,0.0003085183,0.0003316881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000113389,"about_ca_system_score_gemma":0.0002124816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157902,"about_ca_topic_score_gemma":0.00005013338,"domain_scores_codex":[0.9979252,0.0001377633,0.0002027859,0.0005827767,0.0004275721,0.000723961],"domain_scores_gemma":[0.998603,0.00002257983,0.00005261812,0.0005279586,0.0006198267,0.0001740014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001000331,0.00004740497,0.002822178,0.00001830247,0.00001540184,0.000006762347,0.00003698566,7.340352e-7,0.9122584,0.0000725319,0.02565279,0.05896851],"study_design_scores_gemma":[0.000344282,0.0001577129,0.02534893,0.00009151287,0.000002915344,0.000138498,0.0002816071,0.00003110381,0.9070978,0.0003642107,0.06582433,0.0003170762],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882333,0.002459242,0.001626678,0.001565555,0.000165407,0.0008768187,0.00006159097,0.00007847269,0.004932959],"genre_scores_gemma":[0.9903535,0.0008058407,0.004162455,0.0001334604,0.0005059433,0.0006423069,0.00004310113,0.00006635481,0.003287035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05865144,"threshold_uncertainty_score":0.9999586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.035280410298341,"score_gpt":0.383343808105409,"score_spread":0.348063397807068,"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."}}