{"id":"W3166142292","doi":"10.2196/27063","title":"Gaps in Public Awareness About BRCA and Genetic Testing in Prostate Cancer: Social Media Landscape Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Prostate Cancer Foundation","keywords":"Social media; Breast cancer; Genetic testing; Medicine; Social media analytics; Population; BRCA mutation; Cancer; Oncology; Internal medicine; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009854111,0.0001579674,0.0002461804,0.0001779315,0.00007377134,0.00006200017,0.0001205977,0.0001277312,0.0001142892],"category_scores_gemma":[0.00009330481,0.0001722491,0.00005621489,0.001324873,0.00007212283,0.000008130117,0.0001168796,0.0001288045,9.225764e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001527203,"about_ca_system_score_gemma":0.001057947,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004511996,"about_ca_topic_score_gemma":0.04941529,"domain_scores_codex":[0.9986424,0.00008056818,0.0002732023,0.0005196224,0.000149221,0.0003349987],"domain_scores_gemma":[0.9994322,0.00003083251,0.00009346211,0.0001992047,0.0001817668,0.00006250525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002387319,0.00003987706,0.9442501,0.00005058375,0.0001330611,0.0000313062,0.0008365412,0.002038056,0.02185229,0.000005709197,0.0005734519,0.03016514],"study_design_scores_gemma":[0.00094866,0.0000137827,0.9833006,0.00003631549,0.00007082267,0.00000657803,0.0003533899,0.0008107385,0.007029183,0.00005006655,0.007095342,0.0002845327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848427,0.01368021,0.00001716127,0.0007879473,0.0001576339,0.0001544449,0.0001164308,0.000009692295,0.0002337898],"genre_scores_gemma":[0.9959549,0.002107903,0.0003555455,0.0002293298,0.0003301757,0.0007405105,0.000127062,0.00002543726,0.0001291526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04896409,"threshold_uncertainty_score":0.9679304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02190612192860681,"score_gpt":0.31209909833563,"score_spread":0.2901929764070232,"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."}}