{"id":"W4402742390","doi":"10.1016/j.mam.2024.101320","title":"Advances in human In vitro spermatogenesis: A review","year":2024,"lang":"en","type":"review","venue":"Molecular Aspects of Medicine","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba; Western University","funders":"American Urological Association; Michael Smith Health Research BC","keywords":"Spermatogenesis; In vitro; Biology; Computational biology; Genetics; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006121998,0.0005333542,0.003734686,0.00102628,0.00001154044,0.000003712455,0.0001873397,0.0002414929,0.0001627572],"category_scores_gemma":[0.0005745591,0.0003647558,0.0004677932,0.001557231,0.0001637769,0.00004722958,0.00006589774,0.0006619249,0.00004855821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137312,"about_ca_system_score_gemma":0.0002705787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005539418,"about_ca_topic_score_gemma":0.00001422079,"domain_scores_codex":[0.9968894,0.0001706712,0.0013814,0.0006091531,0.0006249971,0.0003243927],"domain_scores_gemma":[0.9987777,0.00006312715,0.0003018146,0.00064995,0.000071479,0.000135946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002025103,0.0001588113,0.000003849632,0.3621321,0.0001186929,0.00828284,0.00002423889,2.314349e-7,0.0009737102,0.001106314,0.0005242589,0.6266547],"study_design_scores_gemma":[0.001005284,0.0002286767,0.000005089953,0.4546549,0.003776105,0.001008862,0.00001147123,0.000002596619,0.000212788,0.0003206907,0.5385326,0.0002408781],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001312106,0.9830574,0.0000187396,0.0005893368,0.0002697619,0.001644369,0.000005803338,0.00005017135,0.01435132],"genre_scores_gemma":[0.0006484095,0.9980709,0.00005956694,0.0004333834,0.0002112217,0.0001400222,0.0002771722,0.00009546286,0.00006388246],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6264138,"threshold_uncertainty_score":0.9998804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02612668926964364,"score_gpt":0.3592947327592103,"score_spread":0.3331680434895666,"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."}}