{"id":"W2345972868","doi":"10.1634/theoncologist.2015-0336","title":"The PROFILE Feasibility Study: Targeted Screening of Men With a Family History of Prostate Cancer","year":2016,"lang":"en","type":"article","venue":"The Oncologist","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Cancer Research; Canadian Institutes of Health Research; National Institute for Health and Care Research; National Cancer Institute; Ovarian Cancer Research Fund; National Institutes of Health; Cancer Research UK; American Society of Clinical Oncology; National Institute for Health and Care Excellence; Royal Marsden NHS Foundation Trust; Breast Cancer Research Foundation; U.S. Department of Defense","keywords":"Medicine; Prostate cancer; Oncology; Prostate cancer screening; Family history; Internal medicine; Prostate-specific antigen; Logistic regression; Population; Single-nucleotide polymorphism; Prostate; Gynecology; Cancer; Genotype","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0005481839,0.0001188174,0.0003103153,0.00001793982,0.00006789644,0.000002748967,0.0001358053,0.00002671731,0.00004731474],"category_scores_gemma":[0.00007187905,0.00003985899,0.00005243049,0.00009014836,0.0006776317,0.00003222837,0.00005535056,0.00007351449,0.000001938155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009280107,"about_ca_system_score_gemma":0.0006508527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001769698,"about_ca_topic_score_gemma":0.0005067477,"domain_scores_codex":[0.998972,0.0001239141,0.0002657252,0.0001982099,0.0002504837,0.0001896432],"domain_scores_gemma":[0.9987485,0.0002576316,0.000282818,0.0004625063,0.0002010407,0.00004746718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004746923,0.00134447,0.8957831,0.00005883414,0.0005039189,0.0000205122,0.002181443,0.000005411935,0.006068222,0.00007777999,0.01137355,0.07783581],"study_design_scores_gemma":[0.005899823,0.006288134,0.9608889,0.0002611321,0.0003480745,0.00000221554,0.002335981,0.00001734751,0.007066602,0.00006435266,0.01672769,0.00009978474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815223,0.006257841,0.00001363188,0.002950995,0.00008920205,0.002787872,0.00007824157,0.00002824053,0.006271665],"genre_scores_gemma":[0.9946736,0.0006097298,0.0001280022,0.00007222562,0.00002852219,0.0006766451,0.000002582851,0.00001312565,0.003795638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07773602,"threshold_uncertainty_score":0.2675265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05336829173518951,"score_gpt":0.3218246425786746,"score_spread":0.2684563508434851,"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."}}