{"id":"W4402318380","doi":"10.2196/56282","title":"Developing the MyCancerGene Digital Health Portal to Improve Patients’ Understanding of Germline Cancer Genetic Test Results: Development, User, and Usability Testing Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Usability; Preprint; Test (biology); Germline; Genetic testing; Computer science; Medicine; Human–computer interaction; World Wide Web; Internal medicine; Biology; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01744687,0.0006179252,0.000566597,0.000956875,0.0007358361,0.00162776,0.0008263269,0.0007272685,0.003420216],"category_scores_gemma":[0.03272476,0.000445939,0.0008329889,0.0005367448,0.0008024551,0.00226694,0.002123339,0.0009098112,0.0004742215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001070543,"about_ca_system_score_gemma":0.002374997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008386927,"about_ca_topic_score_gemma":0.001251405,"domain_scores_codex":[0.9924792,0.005482934,0.0005207999,0.0004008494,0.0006890977,0.0004271515],"domain_scores_gemma":[0.9687123,0.02409826,0.0009120848,0.001464316,0.00309872,0.001714222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003417351,0.04016945,0.2462183,0.004007066,0.0003267892,0.001820184,0.1140203,0.002480292,0.01680372,0.001608208,0.01241323,0.5567151],"study_design_scores_gemma":[0.00711742,0.0962936,0.5712502,0.002419626,0.001298177,0.003572222,0.1305613,0.0350194,0.04688529,0.002404152,0.1023538,0.0008247576],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900253,0.00005687665,0.004906968,0.0003315462,0.00002561501,0.00272739,0.0002452887,0.0003956133,0.001285334],"genre_scores_gemma":[0.9313889,0.0001955449,0.06135544,0.000421603,0.00002621881,0.004744604,0.0005294164,0.000110314,0.001227966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01744687,"threshold_uncertainty_score":0.09226894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09147309426624288,"score_gpt":0.4191422533857883,"score_spread":0.3276691591195454,"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."}}