{"id":"W2107228324","doi":"10.1093/humrep/det336","title":"A combined approach facilitates the reliable detection of human spermatogonia in vitro","year":2013,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Westfälische Wilhelms-Universität Münster; Stem Cell Network; Deutsche Forschungsgemeinschaft; Universitätsspital Basel","keywords":"In vitro; Biology; Andrology; Computational biology; Computer science; Medicine; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003643307,0.0001139986,0.0002054063,0.000146251,0.0001482549,0.00001760173,0.000050921,0.00006836256,0.00009236184],"category_scores_gemma":[0.0001247447,0.00008291835,0.00006816927,0.0002890411,0.000104504,0.0001155706,0.0000198135,0.0002003972,0.00004595226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007148079,"about_ca_system_score_gemma":0.00001212217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001128355,"about_ca_topic_score_gemma":0.000009387368,"domain_scores_codex":[0.9989029,0.00005212749,0.0003229821,0.0003678374,0.0001974359,0.0001567654],"domain_scores_gemma":[0.9991016,0.00001267919,0.0001064914,0.0005948975,0.0001506522,0.00003368463],"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":[0.00006828342,0.0002394041,0.005385079,0.00009863684,0.00001878596,6.055162e-7,0.0004738791,0.00002296173,0.9906849,0.0001085705,0.0002040411,0.002694888],"study_design_scores_gemma":[0.0009865422,0.0004182072,0.3502262,0.0000365089,0.00006429149,0.00008074675,0.0008779371,0.0006998457,0.6446826,0.001351546,0.0004532797,0.0001222785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964063,0.000152453,0.00006444323,0.0002477157,0.0001650998,0.0008239509,5.230106e-7,0.00008336698,0.002056204],"genre_scores_gemma":[0.9980705,0.000006236458,0.0001515969,0.00002476935,0.0001828468,0.0001122107,0.00004987546,0.0000155732,0.001386365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3460022,"threshold_uncertainty_score":0.3381312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02269401152912818,"score_gpt":0.2449445711663259,"score_spread":0.2222505596371977,"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."}}