{"id":"W3194917745","doi":"10.1007/978-3-030-77779-1_13","title":"Regulation of Human Spermatogenesis","year":2021,"lang":"en","type":"article","venue":"Advances in experimental medicine and biology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Spermatozoon; Spermatogenesis; Gamete; Biology; Andrology; Testicle; Cell biology; Anatomy; Endocrinology; Human fertilization; 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":[0.00004431319,0.00006007887,0.0002013027,0.00005956666,0.00001786952,4.835246e-7,0.00001317361,0.00004430001,0.0002597609],"category_scores_gemma":[0.00005040993,0.00004451189,0.0000167775,0.0001089259,0.000174607,0.00004103522,0.0000166976,0.00003496466,9.565609e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001447931,"about_ca_system_score_gemma":0.000009796785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002231567,"about_ca_topic_score_gemma":0.000008025932,"domain_scores_codex":[0.9995453,0.00002370913,0.0001744678,0.000139866,0.00004200927,0.00007463603],"domain_scores_gemma":[0.9997839,0.00003206652,0.00003882782,0.00008480433,0.00002936434,0.00003100466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003194319,0.00007021476,0.1094636,0.00002463776,0.000006007011,0.00001066178,0.0001560188,2.794251e-7,0.8815588,0.003220443,0.00001804376,0.005439361],"study_design_scores_gemma":[0.002020857,0.00103376,0.08045244,0.0001566894,0.00002486211,0.0002311241,0.001802503,0.00002552916,0.90812,0.00104671,0.005018001,0.00006755032],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571456,0.03739886,0.00004595215,0.0002898801,0.0001526476,0.00006755566,5.479571e-7,0.000008902606,0.004890061],"genre_scores_gemma":[0.9982991,0.0008610836,0.000367755,0.000250177,0.0001068758,0.000005679707,0.00005270491,0.000003904607,0.00005269888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04115353,"threshold_uncertainty_score":0.2844199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03557030086975112,"score_gpt":0.3695085597219543,"score_spread":0.3339382588522032,"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."}}