{"id":"W2766077972","doi":"10.1038/nrurol.2017.175","title":"Microfluidics for sperm analysis and selection","year":2017,"lang":"en","type":"review","venue":"Nature Reviews Urology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":225,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; University of New Brunswick; Ottawa Fertility Centre; Queen's University; University of Toronto","funders":"","keywords":"Infertility; Male infertility; Medicine; Sperm; Reproductive technology; Assisted reproductive technology; Microfluidics; Fertility; Intensive care medicine; Nanotechnology; Biology; Population; Andrology; Pregnancy","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.000645866,0.0003948504,0.003624311,0.000496385,0.0001387858,0.00002507689,0.0001162671,0.00170175,0.00007194046],"category_scores_gemma":[0.001464049,0.0002671497,0.001332841,0.0004341232,0.0000717558,0.00003091722,0.000035466,0.001068076,0.00003928618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006623258,"about_ca_system_score_gemma":0.0001471103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004324743,"about_ca_topic_score_gemma":0.000009963239,"domain_scores_codex":[0.9982866,0.0001703916,0.0005790591,0.0006127823,0.00009594736,0.0002552026],"domain_scores_gemma":[0.9985067,0.0001966072,0.0006007992,0.0004526203,0.000129444,0.0001138304],"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":[0.0000142852,0.00002532294,0.0001200129,0.01274901,0.001106206,0.000007800153,0.000002419715,5.286632e-9,0.000005869542,0.00009232594,0.004209355,0.9816674],"study_design_scores_gemma":[0.0002297108,0.0002157746,0.00009419763,0.001089824,0.05447453,0.0008429167,1.514749e-7,0.000008292208,0.000001264363,0.00001910775,0.9428401,0.0001841589],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001479504,0.9960203,0.0008996694,0.000141567,0.0004088106,0.002180186,0.00002152703,0.00003434959,0.0002921709],"genre_scores_gemma":[0.000003583824,0.9962676,0.0009128613,0.0004619725,0.0008818728,0.0002168857,0.0005206338,0.00004231268,0.0006922677],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9814832,"threshold_uncertainty_score":0.9999781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07447435687462213,"score_gpt":0.4156087607416828,"score_spread":0.3411344038670607,"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."}}