{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005077909,0.0002070527,0.0002271421,0.0003581866,0.00146995,0.002551291,0.0003733861,0.0008286763,0.001840087],"category_scores_gemma":[0.01681026,0.0001876558,0.0002779674,0.0003398109,0.002478389,0.001003816,0.00139948,0.001336327,0.000155828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002812097,"about_ca_system_score_gemma":0.002021998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008868609,"about_ca_topic_score_gemma":0.008082354,"domain_scores_codex":[0.9947498,0.003652992,0.0002141291,0.0001881793,0.0007755549,0.0004192728],"domain_scores_gemma":[0.9879545,0.00782835,0.002400103,0.0001500304,0.0007790066,0.0008880695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007487799,0.0003504237,0.3373443,0.000482247,0.0001329495,0.001466216,0.6062959,0.000562272,0.003879027,0.001305473,0.003138396,0.04429398],"study_design_scores_gemma":[0.0001218328,0.001105414,0.2578068,0.0004271507,0.0001650453,0.001968386,0.717003,0.001508841,0.001758087,0.001822479,0.01615971,0.0001533152],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995505,0.0003461486,0.0002278055,0.001913396,0.00001388984,0.00001615661,0.0000323899,0.000005128358,0.001940123],"genre_scores_gemma":[0.9993905,0.0001135781,0.000086834,0.0002912617,0.000003774894,0.000006821872,0.00001109639,0.000001080189,0.00009512142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008868609,"threshold_uncertainty_score":0.02685487,"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."}}