{"id":"W1968567584","doi":"10.1155/2008/536020","title":"The Application of Biomarkers of Spermatogonial Stem Cells for Restoring Male Fertility","year":2008,"lang":"en","type":"review","venue":"Disease Markers","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital","funders":"","keywords":"Biology; Stem cell; Fertility; Fertility preservation; Spermatogenesis; Population; Transplantation; Male fertility; Cryopreservation; Andrology; Immunology; Cancer research; Cell biology; Internal medicine; Medicine; Endocrinology; Embryo","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":[0.0002521226,0.0002308572,0.0007641736,0.00009228176,0.00009022314,0.00000569348,0.0001374261,0.0001196896,0.00001236049],"category_scores_gemma":[0.0001339383,0.0001577582,0.0007693748,0.0001851848,0.0001645,0.00002522165,0.00003199824,0.00009444925,0.000006034551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001322332,"about_ca_system_score_gemma":0.0004291769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002243932,"about_ca_topic_score_gemma":0.000001363247,"domain_scores_codex":[0.9985134,0.00009229295,0.0006104909,0.0003012621,0.0002950794,0.0001874474],"domain_scores_gemma":[0.9981618,0.000409214,0.0004372974,0.000674993,0.0001419859,0.0001747356],"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":[0.001388323,0.0001434102,0.001451975,0.02949339,0.0005055119,0.000008807672,0.00001243125,7.893553e-7,0.00002257402,0.00003514664,0.001840567,0.9650971],"study_design_scores_gemma":[0.0006173938,0.00007000368,0.00342058,0.003471972,0.002455279,0.00001961241,0.00002873271,0.0002551747,0.00004055094,0.000008180861,0.9894339,0.0001786299],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008683251,0.9952214,0.0003938971,0.00001755456,0.0003500279,0.002537437,0.0001891098,0.00002611907,0.000396074],"genre_scores_gemma":[0.002636782,0.9963335,0.0001213757,0.0000065544,0.0001037975,0.0003256545,0.0001899719,0.00004382895,0.0002385443],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9875933,"threshold_uncertainty_score":0.6433193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0363762099420237,"score_gpt":0.3072629333477997,"score_spread":0.270886723405776,"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."}}