{"id":"W1988926295","doi":"10.3747/co.21.1524","title":"Patients’ Perceptions of Gene Expression Profiling in Breast Cancer Treatment Decisions","year":2014,"lang":"en","type":"article","venue":"Current Oncology","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Princess Margaret Cancer Centre; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Canada Research Chairs; Ontario Ministry of Health and Long-Term Care; Ontario Institute for Cancer Research; Cancer Care Ontario; Cancer Research Institute","keywords":"Medicine; Breast cancer; Perception; Test (biology); Personalized medicine; Clinical psychology; Oncology; Cancer; Internal medicine; Psychology; Bioinformatics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008825931,0.0001116616,0.0001657624,0.0000786243,0.00004577629,0.000003262633,0.0001164727,0.0001161596,0.00008031061],"category_scores_gemma":[0.00005187962,0.00009697121,0.00006390701,0.00009447217,0.00007291987,0.000003061282,0.00005663502,0.00006285236,0.000007159923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002735374,"about_ca_system_score_gemma":0.0002313571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001797875,"about_ca_topic_score_gemma":0.0001008308,"domain_scores_codex":[0.9991038,0.0001096608,0.0002543903,0.0002818315,0.00008143366,0.0001689221],"domain_scores_gemma":[0.9994223,0.00003203982,0.0001020223,0.0002514537,0.0001398369,0.00005232029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009577543,0.0008555267,0.4955044,0.000009632398,0.00001595192,1.810407e-7,0.000224257,0.0007754221,0.3152872,0.00002201833,0.001161469,0.1860482],"study_design_scores_gemma":[0.005080964,0.001129967,0.5799903,0.0001189152,0.00006540628,0.00001009327,0.0003293675,0.0005951744,0.3213699,0.0001367422,0.0907804,0.0003927237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995808,0.0005367619,0.002214082,0.0001296653,0.0006719299,0.00022873,0.0001255227,0.000005537246,0.0002797777],"genre_scores_gemma":[0.99562,0.0008745844,0.002739795,0.00002843935,0.0002272172,0.000236812,0.0002293265,0.0000136705,0.00003018957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1856554,"threshold_uncertainty_score":0.3954371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04559673799748565,"score_gpt":0.3806798412913141,"score_spread":0.3350831032938285,"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."}}