{"id":"W3183425357","doi":"10.2196/30430","title":"Prostate Cancer Risk Calculators for Healthy Populations: Systematic Review","year":2021,"lang":"en","type":"review","venue":"JMIR Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prostate cancer; Medicine; Population; Cancer; Portuguese; Gynecology; Systematic review; Risk assessment; MEDLINE; Oncology; Medical physics; Internal medicine; Environmental health; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003490825,0.0007335888,0.005891275,0.0001508182,0.0001784494,0.00004497208,0.00014599,0.0002665397,0.0003060445],"category_scores_gemma":[0.0001749235,0.0004943215,0.001534862,0.0006528722,0.00004083464,0.00007126834,0.00005229046,0.0003966762,0.00003147954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002535721,"about_ca_system_score_gemma":0.002626644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005299088,"about_ca_topic_score_gemma":0.0002276857,"domain_scores_codex":[0.9962055,0.000251615,0.001644038,0.0008910032,0.0004325098,0.0005753437],"domain_scores_gemma":[0.9966713,0.0001765545,0.001472406,0.0009314973,0.0004083662,0.0003399032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001092534,0.0001193113,0.0001629242,0.7881472,0.00108206,0.000018597,0.00003580498,9.664511e-7,3.984864e-9,0.00005426753,0.0189994,0.1913686],"study_design_scores_gemma":[0.0004162465,0.00009852961,0.00001159786,0.5037042,0.01336653,0.00001633927,0.000005311934,0.000002346133,1.533758e-7,0.000005478651,0.4821306,0.000242611],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002797779,0.9636816,0.000006507455,0.0008982825,0.0008853778,0.0314616,0.002954871,0.00008138751,0.00002755776],"genre_scores_gemma":[0.000001288408,0.835659,0.0001365093,0.001472002,0.0003975611,0.1599742,0.001045041,0.0001525628,0.001161892],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4631312,"threshold_uncertainty_score":0.9997509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008180529859481,"score_gpt":0.4703999480922254,"score_spread":0.3695818951062773,"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."}}