{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001454111,0.001063083,0.001635676,0.004257238,0.0004463556,0.002045619,0.001127342,0.001395905,0.005749524],"category_scores_gemma":[0.001498423,0.0005156292,0.0009224289,0.003862642,0.0006958499,0.002258024,0.001120041,0.001709091,0.004053943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008163587,"about_ca_system_score_gemma":0.001739689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294852,"about_ca_topic_score_gemma":0.001312507,"domain_scores_codex":[0.999292,0.0001039803,0.0001441285,0.0001253323,0.000270563,0.00006392034],"domain_scores_gemma":[0.9987863,0.0005942248,0.0001563929,0.00004194102,0.0003309413,0.0000901547],"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":[0.0001132536,0.00009110077,0.0004146805,0.0286974,0.00007994506,0.0003215516,0.0001451086,0.0004236642,0.003005553,0.003047823,0.02682546,0.9368345],"study_design_scores_gemma":[0.00001041428,0.0001405204,0.0008606572,0.003234379,0.0001106778,0.001346373,0.0000751681,0.000100612,0.001057531,0.0009058552,0.9921303,0.00002749775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001474559,0.9978065,0.0003017114,0.0002009015,0.0003719617,0.000008630251,0.00003921016,0.00001331875,0.001110321],"genre_scores_gemma":[0.0008401489,0.9974747,0.000403442,0.0002434177,0.0003660532,0.00001192537,0.0001007074,0.000005387911,0.0005542796],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005749524,"threshold_uncertainty_score":0.01923406,"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."}}