{"id":"W2106493771","doi":"10.1016/j.fertnstert.2013.07.1316","title":"High-throughput microfuidic device for motile sperm selection","year":2013,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McGill University; Royal Victoria Hospital","funders":"","keywords":"Throughput; Sperm; Selection (genetic algorithm); Sperm Retrieval; Biology; Andrology; Computer science; Medicine; Artificial intelligence; Genetics; Infertility; Male infertility; Telecommunications; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003483808,0.0003818595,0.00053513,0.0003865144,0.000544012,0.0004500987,0.0009180754,0.0006317861,0.00351167],"category_scores_gemma":[0.0003487422,0.0003082331,0.0002394215,0.000317642,0.000156622,0.0004091049,0.0004455336,0.0007485028,0.001468285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003379039,"about_ca_system_score_gemma":0.0002882028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006924057,"about_ca_topic_score_gemma":0.002621357,"domain_scores_codex":[0.9997602,0.0000219286,0.00001296448,0.00005239644,0.0001304014,0.00002207834],"domain_scores_gemma":[0.9998009,0.0001071923,0.00001677833,0.00002613978,0.00002611972,0.00002293333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005027987,0.00003706733,0.0002516164,0.00005604798,0.00001054325,0.00003861394,0.00002907182,0.00009309337,0.9879544,0.0002576221,0.001210962,0.01001073],"study_design_scores_gemma":[0.00003712781,0.0002980038,0.006398132,0.00001474875,0.00005655186,0.0003439686,0.00002940311,0.009351756,0.9583499,0.0003178808,0.02475675,0.00004579901],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4683544,0.00568058,0.4906145,0.001255543,0.0006626915,0.001281835,0.009808545,0.008792765,0.01354908],"genre_scores_gemma":[0.4819155,0.002831514,0.4804801,0.000767581,0.0002542435,0.002128109,0.006247914,0.0003290114,0.02504603],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00351167,"threshold_uncertainty_score":0.01174772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141770895043206,"score_gpt":0.2501822091827557,"score_spread":0.2360051196784351,"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."}}