{"id":"W7070800774","doi":"","title":"Procedural Intervention for Benign Prostatic Hyperplasia in Men ≥ Age 70 Years – A Review of Published Literature","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Modalities; Intervention (counseling); Health care; Medical literature; MEDLINE; Inclusion and exclusion criteria","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00383416,0.0009901904,0.003454841,0.01545128,0.0005845716,0.001706662,0.001306851,0.001367986,0.003059642],"category_scores_gemma":[0.01535774,0.0005952666,0.003638496,0.01476661,0.0006635911,0.001850975,0.001156895,0.000640937,0.0002420112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002121873,"about_ca_system_score_gemma":0.007344874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006655611,"about_ca_topic_score_gemma":0.01989472,"domain_scores_codex":[0.9972681,0.0005565593,0.001235922,0.0002206118,0.0006181459,0.0001006652],"domain_scores_gemma":[0.9859643,0.009141425,0.003563271,0.0001203541,0.001042406,0.0001682187],"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":[0.0001538608,0.00002623102,0.0016826,0.9114521,0.002486438,0.0002598719,0.0002777448,0.0000697568,0.0001940209,0.0002092978,0.002346223,0.08084196],"study_design_scores_gemma":[0.0001289503,0.0002792557,0.01083285,0.9287338,0.02134496,0.001458272,0.0006234527,0.00006841211,0.0001766231,0.0002209166,0.03609316,0.00003936506],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000805044,0.998606,0.000029852,0.0001121194,0.00006951429,0.0000642622,0.0001127669,0.000002549263,0.0001979305],"genre_scores_gemma":[0.00636837,0.9928073,0.0002185667,0.0002591504,0.0000774548,0.0001122015,0.00008508904,0.000001581674,0.00007032313],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01545128,"threshold_uncertainty_score":0.0202772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07372677178109903,"score_gpt":0.5067173673971553,"score_spread":0.4329905956160563,"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."}}