{"id":"W4403973375","doi":"10.18103/mra.v12i10.5804","title":"A Novel Prostate Cancer Prevention Strategy: Prevention and Management of Occult Prostatitis","year":2024,"lang":"en","type":"article","venue":"Medical Research Archives","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre","funders":"","keywords":"Prostatitis; Occult; Medicine; Prostate cancer; Prostate; Urology; Cancer; Cancer prevention; Internal medicine; Pathology; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006488161,0.0001220941,0.000221955,0.0002116422,0.00007267647,0.00004844978,0.00007720762,0.00004555747,0.0003078752],"category_scores_gemma":[0.00007758074,0.00008816647,0.00007631638,0.0003091449,0.0004230395,0.00009531465,0.0001372405,0.0003228182,0.000008539372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006978337,"about_ca_system_score_gemma":0.0005757469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001436712,"about_ca_topic_score_gemma":0.00008207715,"domain_scores_codex":[0.9977193,0.0001083133,0.0002939377,0.0004023004,0.001098145,0.0003779757],"domain_scores_gemma":[0.9991977,0.0002106287,0.00003077095,0.0001615814,0.00006326159,0.0003360773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002836903,0.0006673306,0.004039845,0.004865467,0.0004740744,0.0003499819,0.0009169953,0.000001683011,0.001404472,0.006189527,0.001336281,0.9794707],"study_design_scores_gemma":[0.01616019,0.0161607,0.6496518,0.09299358,0.0009016187,0.0002948247,0.003365775,0.01339908,0.02458482,0.05881856,0.1228676,0.0008015212],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8982514,0.06385279,0.002796041,0.01512353,0.0002148351,0.005851378,0.0002679865,0.0001430058,0.01349904],"genre_scores_gemma":[0.8526266,0.133845,0.002039744,0.00003874607,0.0001061662,0.001660714,0.0001140252,0.0000314443,0.009537559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9786691,"threshold_uncertainty_score":0.3595324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06607577388400349,"score_gpt":0.4404545081028162,"score_spread":0.3743787342188127,"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."}}