{"id":"W4214480109","doi":"10.12688/f1000research.55683.1","title":"Nomogram to predict changes in semen parameters following clomiphene citrate therapy for males with abnormal semen parameters","year":2022,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Semen; Nomogram; Infertility; Gynecology; Semen quality; Medicine; Sperm; Male infertility; Testosterone (patch); Andrology; Semen analysis; Physiology; Urology; Biology; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001838405,0.0004935432,0.0007925093,0.0009394889,0.0001914701,0.0001579324,0.0004825641,0.0002697937,0.0003100258],"category_scores_gemma":[0.0003145284,0.0004190817,0.000300244,0.0007069392,0.0001041995,0.0000779187,0.0005415211,0.001217431,0.00001296191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005003089,"about_ca_system_score_gemma":0.000603453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001221026,"about_ca_topic_score_gemma":0.0005185372,"domain_scores_codex":[0.9957416,0.0002769633,0.0004404927,0.001104851,0.00133161,0.001104501],"domain_scores_gemma":[0.9978721,0.0005177274,0.000117509,0.000898038,0.0001771892,0.0004174165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01539152,0.001339046,0.8885896,0.00158306,0.002676284,0.001337753,0.003279535,0.01368816,0.005952207,0.00007237995,0.003631386,0.06245907],"study_design_scores_gemma":[0.03389869,0.03752588,0.8235757,0.003830049,0.001184846,0.000202276,0.0067727,0.02695921,0.02301972,0.001280477,0.03805464,0.003695829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868649,0.0005909571,0.0009133484,0.002427273,0.0005527409,0.007604166,0.000155116,0.0001971817,0.0006943254],"genre_scores_gemma":[0.9724243,0.000418861,0.01478137,0.0008556498,0.0002946863,0.008512026,0.001168741,0.0002017302,0.001342655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06501392,"threshold_uncertainty_score":0.9998261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06615240373660237,"score_gpt":0.3409670745296192,"score_spread":0.2748146707930169,"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."}}