{"id":"W4382465100","doi":"10.5534/wjmh.230034","title":"Does Varicocele Repair Improve Conventional Semen Parameters? A Meta-Analytic Study of Before-After Data","year":2023,"lang":"en","type":"article","venue":"The World Journal of Men s Health","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Varicocele; Medicine; Meta-analysis; Semen; Semen analysis; Sperm; Male infertility; Population; Sperm motility; Gynecology; Internal medicine; Urology; Andrology; Infertility; Biology; Pregnancy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.02620279,0.003407975,0.01957816,0.005221862,0.0007986656,0.004055896,0.002417946,0.003058332,0.003633566],"category_scores_gemma":[0.05623844,0.001849108,0.06350785,0.006308129,0.0009938012,0.00199058,0.001466786,0.00240953,0.0004053467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00169426,"about_ca_system_score_gemma":0.002330327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004610287,"about_ca_topic_score_gemma":0.005951879,"domain_scores_codex":[0.9773672,0.01396263,0.004421954,0.002304811,0.001379685,0.0005637026],"domain_scores_gemma":[0.9574041,0.0313498,0.006029982,0.00300765,0.001755246,0.000453214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.003729921,0.00004169879,0.007314046,0.04833355,0.9366245,0.0000658174,0.00003940913,0.000294857,0.0001519729,0.00006412185,0.0001650155,0.003175188],"study_design_scores_gemma":[0.0007284319,0.000306911,0.004965934,0.003475111,0.9896854,0.00005092699,0.00002434614,0.000130364,0.00009277312,0.0001047546,0.0004219358,0.00001303241],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02614487,0.9701009,0.001447394,0.0004366022,0.0003946836,0.0002961566,0.0007497701,0.0000452207,0.0003844305],"genre_scores_gemma":[0.6769866,0.3122807,0.004540874,0.001833232,0.0007057839,0.001453938,0.00159619,0.00008945473,0.0005132839],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9804218,"threshold_uncertainty_score":0.1385752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08582365109504557,"score_gpt":0.3591020907180376,"score_spread":0.273278439622992,"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."}}