{"id":"W4364856662","doi":"10.1109/tase.2023.3265424","title":"Automated Piezo-Assisted Sperm Immobilization","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Automation Science and Engineering","topic":"Piezoelectric Actuators and Control","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Sperm; Pipette; Materials science; Biomedical engineering; Anatomy; Biology; Engineering; Chemistry","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":[0.0001542967,0.0004087969,0.0002799589,0.0002528785,0.0001536991,0.000206467,0.0006135575,0.0003714113,0.002331244],"category_scores_gemma":[0.0002733146,0.0002301852,0.000216885,0.0002376101,0.0002065904,0.0002643114,0.0005364548,0.0002466638,0.0008142515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001379461,"about_ca_system_score_gemma":0.0002694375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000346083,"about_ca_topic_score_gemma":0.0005550235,"domain_scores_codex":[0.9996347,0.00002434868,0.00001991043,0.00007068218,0.0002223918,0.00002794377],"domain_scores_gemma":[0.9998722,0.00002719441,0.00003314584,0.0000270554,0.00003461089,0.000005841862],"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":[0.00006565249,0.00003115296,0.0005380586,0.0002750116,0.00001570442,0.0001246576,0.00006450558,0.00200319,0.9069771,0.001110859,0.001258938,0.08753514],"study_design_scores_gemma":[0.00004902462,0.0006135917,0.006213135,0.00002078052,0.00003587915,0.0008019354,0.0000297829,0.02892077,0.9227515,0.0004353254,0.04003978,0.00008849723],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4488405,0.004245266,0.5258613,0.0003550536,0.0005452129,0.0004530486,0.0008153032,0.004952339,0.01393187],"genre_scores_gemma":[0.7904559,0.0019838,0.1887458,0.0002080684,0.0001295887,0.0003258386,0.0005929798,0.0001178997,0.01744003],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002331244,"threshold_uncertainty_score":0.007798851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009025295250414145,"score_gpt":0.2196234888642142,"score_spread":0.2105981936138001,"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."}}