{"id":"W3178645681","doi":"10.12688/f1000research.53338.1","title":"Semen biomarker TEX101 predicts sperm retrieval success for men with testicular failure","year":2021,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Alberta; Lunenfeld-Tanenbaum Research Institute; University of Toronto; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research; Physicians' Services Incorporated Foundation","keywords":"Azoospermia; Sperm; Semen; Andrology; Sperm Retrieval; Male infertility; Medicine; Obstructive azoospermia; Infertility; Biology; Genetics; Pregnancy","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":[0.0003274888,0.0002287203,0.000278981,0.0005517982,0.0002766436,0.0005364257,0.0002634203,0.0004890758,0.003477795],"category_scores_gemma":[0.001374527,0.0001329524,0.0004509701,0.0006351958,0.00022624,0.000336646,0.0002805352,0.0004084617,0.0004779014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002029767,"about_ca_system_score_gemma":0.0001963559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001524298,"about_ca_topic_score_gemma":0.001455962,"domain_scores_codex":[0.9998798,0.00002209019,0.00001722722,0.00003426953,0.00002776232,0.00001869166],"domain_scores_gemma":[0.9994198,0.0001327159,0.0002620997,0.00003510341,0.00005309715,0.00009715628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004803863,0.00003541893,0.994397,0.00004977048,0.00007847691,0.0001568131,0.00004281279,0.0001347842,0.0008392129,0.00003314655,0.0004517641,0.003300399],"study_design_scores_gemma":[0.00001669806,0.0003771504,0.996803,0.00002959086,0.00007773955,0.001116631,0.00009518147,0.0005416761,0.0003115388,0.00004726352,0.0005752228,0.00000826706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964964,0.001424701,0.0001330659,0.0001047757,0.00002175497,0.00001591876,0.0009985771,0.00001269394,0.0007922013],"genre_scores_gemma":[0.9987137,0.0002354075,0.00009323978,0.00004408651,0.00001742567,0.0000083905,0.0006265945,0.000002705911,0.000258441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003477795,"threshold_uncertainty_score":0.01163435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04463765989142133,"score_gpt":0.3313329065709424,"score_spread":0.2866952466795211,"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."}}