{"id":"W2149229386","doi":"10.1016/j.fertnstert.2015.06.039","title":"Profiling signaling proteins in human spermatozoa: biomarker identification for sperm quality evaluation","year":2015,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kinexus Bioinformatics Corporation (Canada); University of British Columbia","funders":"","keywords":"Biology; Kinase; Semen; Sperm; Andrology; Protein kinase B; Phosphorylation; Sperm motility; p38 mitogen-activated protein kinases; Protein kinase A; Cell biology; Genetics; Medicine","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":[0.004425785,0.0001307628,0.0002671912,0.00007505959,0.00009929892,0.00004169857,0.00003963179,0.0001150696,0.00003328482],"category_scores_gemma":[0.001317101,0.0001196405,0.00006502322,0.0001481326,0.00007911744,0.0001952068,0.00002638354,0.000101457,0.000003742189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002046262,"about_ca_system_score_gemma":0.0001223065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001888595,"about_ca_topic_score_gemma":0.0001222292,"domain_scores_codex":[0.9982293,0.0002537155,0.0005517146,0.0004223785,0.0003574497,0.0001854428],"domain_scores_gemma":[0.9989621,0.00005463863,0.0001071337,0.0003333351,0.0004126358,0.0001301626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0119558,0.0006414916,0.6405938,0.0008799501,0.0000342186,0.000002453134,0.001000752,0.000008657506,0.3336005,0.00007777796,0.00001611023,0.01118849],"study_design_scores_gemma":[0.002115868,0.0001146137,0.9578346,0.00005474587,0.00006444002,0.000004135998,0.0003522637,0.01063368,0.02646163,0.002211458,0.00003965737,0.0001128806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936315,0.0001631888,0.003120432,0.0001815281,0.0001451153,0.002388678,0.00001977489,0.00005348483,0.000296273],"genre_scores_gemma":[0.9987315,5.926103e-7,0.0006580569,0.00004704165,0.00004655316,0.0002151478,0.0002530998,0.000009118453,0.000038882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3172408,"threshold_uncertainty_score":0.4878799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1964395708807435,"score_gpt":0.3979252378934603,"score_spread":0.2014856670127168,"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."}}