{"id":"W2026449110","doi":"10.1095/biolreprod.106.059030","title":"Transcriptome Analysis of Bull Semen with Extreme Nonreturn Rate: Use of Suppression-Subtractive Hybridization to Identify Functional Markers for Fertility1","year":2007,"lang":"en","type":"article","venue":"Biology of Reproduction","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Biology; Suppression subtractive hybridization; Transcriptome; Andrology; Gene; Genetics; Spermatogenesis; Semen; cDNA library; Complementary DNA; Gene expression; Endocrinology","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":[0.000925184,0.0001138251,0.0003908514,0.0005243481,0.00003519929,0.000002390975,0.00003121326,0.0001067639,0.0000980746],"category_scores_gemma":[0.0008625226,0.000091092,0.0001496774,0.0007773208,0.000124671,0.0001158928,0.000007584783,0.00006540216,5.895956e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003925281,"about_ca_system_score_gemma":0.00005144747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001357882,"about_ca_topic_score_gemma":0.00003339107,"domain_scores_codex":[0.9987375,0.00006636512,0.0004537899,0.0004512573,0.0001537599,0.0001373999],"domain_scores_gemma":[0.998244,0.0001749847,0.0003007795,0.0003561304,0.0008694975,0.00005457603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.009398353,0.0002467865,0.1519468,0.00007870733,0.0009984103,7.689366e-7,0.0001313198,0.0003794631,0.8328975,0.00004205533,0.0002199268,0.003659938],"study_design_scores_gemma":[0.0005755547,0.0006993531,0.6485043,0.00003185048,0.001118677,0.00001019148,0.0001236262,0.0001696724,0.3475839,0.00001746528,0.001107656,0.00005779025],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8624138,0.0001301721,0.1362398,0.0002399962,0.0003423927,0.0005518694,0.00003889157,0.00001852425,0.00002458199],"genre_scores_gemma":[0.9956277,0.0000182331,0.003509443,0.00001971366,0.0001015663,0.00001721951,0.0005158324,0.00001090281,0.0001794159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4965575,"threshold_uncertainty_score":0.3714624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06107141875379658,"score_gpt":0.3159028837454322,"score_spread":0.2548314649916357,"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."}}