{"id":"W2111465038","doi":"10.3747/co.21.1782","title":"Access to Personalized Medicine: Factors Influencing the Use and Value of Gene Expression Profiling in Breast Cancer Treatment","year":2014,"lang":"en","type":"article","venue":"Current Oncology","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; University of Calgary; McMaster University; Princess Margaret Cancer Centre; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; St. Michael's Hospital","funders":"Canada Research Chairs; Canadian Centre for Applied Research in Cancer Control; Cancer Care Ontario","keywords":"Medicine; Breast cancer; Gatekeeping; Personalized medicine; Profiling (computer programming); Family medicine; Anxiety; Oncology; Internal medicine; Cancer; 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":[0.005253199,0.0001052548,0.0001463901,0.0005689125,0.001319545,0.002271222,0.0005992862,0.0006481184,0.004253337],"category_scores_gemma":[0.04164473,0.0001548556,0.0003313791,0.0008866405,0.001324597,0.001090075,0.00138764,0.0007597379,0.0001588919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004252382,"about_ca_system_score_gemma":0.007006794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06263162,"about_ca_topic_score_gemma":0.08789297,"domain_scores_codex":[0.9935821,0.003878109,0.0004649993,0.0002714209,0.001211447,0.0005918883],"domain_scores_gemma":[0.9585586,0.02755352,0.008901289,0.0006790808,0.001990202,0.002317255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004785417,0.0002989789,0.8501946,0.0005376752,0.0001725665,0.0008059365,0.06623554,0.000835913,0.001147609,0.00111972,0.002736077,0.07543673],"study_design_scores_gemma":[0.0000542766,0.0003697629,0.8941363,0.0006329576,0.0001607839,0.001181353,0.08054382,0.002097159,0.0006810912,0.001363081,0.0187195,0.00005977866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838793,0.001319401,0.000527148,0.006921513,0.00001434346,0.00004721091,0.0001771724,0.00001053808,0.007103396],"genre_scores_gemma":[0.9988005,0.0003369682,0.0003817195,0.000225052,0.000008319744,0.00001125202,0.00002903106,0.00000226874,0.0002047376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06263162,"threshold_uncertainty_score":0.1245341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09773053839041931,"score_gpt":0.4100031684593846,"score_spread":0.3122726300689653,"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."}}