{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01714619,0.002086134,0.01016206,0.0108374,0.0005541085,0.002636839,0.002726633,0.001830396,0.006137377],"category_scores_gemma":[0.107243,0.001315794,0.009971041,0.01192885,0.000972531,0.002474755,0.00156133,0.001336556,0.0004411207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004330338,"about_ca_system_score_gemma":0.01300736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008106906,"about_ca_topic_score_gemma":0.01669313,"domain_scores_codex":[0.9830661,0.00732272,0.005569166,0.001054803,0.002693054,0.0002942395],"domain_scores_gemma":[0.8932512,0.08772542,0.01287528,0.001283824,0.004411236,0.0004530357],"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":[0.0001304541,0.000007875023,0.0007140225,0.9693946,0.01118564,0.00003998744,0.00009889685,0.0001007659,0.00002880798,0.0001307981,0.001451593,0.01671658],"study_design_scores_gemma":[0.0004649267,0.0001502527,0.003678508,0.8805553,0.1023591,0.0002071002,0.0001234262,0.0001686943,0.0001187413,0.0003682335,0.0117628,0.0000428257],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009666642,0.9962797,0.0003640529,0.0003741991,0.0001237829,0.0006168867,0.0009785348,0.00003149805,0.000264741],"genre_scores_gemma":[0.0276493,0.9662467,0.00204059,0.000949617,0.000156913,0.002028569,0.000757178,0.00002284921,0.0001482656],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01714619,"threshold_uncertainty_score":0.09067875,"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."}}