{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005540138,0.00122791,0.0014479,0.004225211,0.0006030365,0.001831903,0.001262483,0.00117682,0.003264266],"category_scores_gemma":[0.01102049,0.0003527724,0.002155937,0.0009446866,0.000343312,0.00071299,0.0008862689,0.001226751,0.001212988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025655,"about_ca_system_score_gemma":0.001459903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008108889,"about_ca_topic_score_gemma":0.005667532,"domain_scores_codex":[0.9989468,0.0005638042,0.00007846402,0.000150789,0.0001647131,0.00009544186],"domain_scores_gemma":[0.9928582,0.004754408,0.0007447443,0.0002114164,0.0009658562,0.0004655611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002576562,0.0006334081,0.6423319,0.0003122137,0.001003687,0.0005910408,0.0001714902,0.1997533,0.001020047,0.001054485,0.01463304,0.1359188],"study_design_scores_gemma":[0.00009253004,0.0005081281,0.05791935,0.0001463645,0.0003337939,0.0004282747,0.0001629426,0.9354402,0.0005300554,0.0007366831,0.003629768,0.00007200449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7941237,0.003880094,0.1781101,0.00370058,0.0004505358,0.0009110565,0.009725585,0.002290833,0.006807473],"genre_scores_gemma":[0.9527714,0.0006619468,0.03749915,0.0002991954,0.0001270432,0.0004243918,0.006472662,0.00009681222,0.001647387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008108889,"threshold_uncertainty_score":0.02929938,"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."}}