{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002896391,0.0001372862,0.0001174111,0.0006486595,0.0002001573,0.0001114513,0.0001151825,0.00005791817,0.00001643114],"category_scores_gemma":[0.00001521076,0.0001391321,0.00002921776,0.002402744,0.00004196609,0.0004760487,9.352833e-7,0.0001110795,0.0000862367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001316628,"about_ca_system_score_gemma":0.00003927213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003992123,"about_ca_topic_score_gemma":0.000002093702,"domain_scores_codex":[0.9989684,0.000004960929,0.0001893081,0.000191983,0.0003427718,0.0003025917],"domain_scores_gemma":[0.9996121,0.00004806101,0.00001652878,0.0001476396,0.00006955685,0.0001060994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001884413,0.00001105729,0.000003917544,0.00003608832,0.00001368821,0.00000225918,0.0002175089,0.7282195,0.09213544,0.00007205174,0.0002701319,0.1790165],"study_design_scores_gemma":[0.0001860662,0.00002073687,0.001794106,0.00002426869,0.000008959653,0.000009252804,0.0000299088,0.988261,0.009174072,0.000006005485,0.0003313526,0.000154301],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2765955,0.0000297113,0.7160956,0.00006227874,0.0006213349,0.0001540342,0.000005596047,0.006210899,0.0002250409],"genre_scores_gemma":[0.9994298,0.00009875224,0.0003183489,0.0000208215,0.00002099629,0.00004623308,0.000001794097,0.00002221476,0.00004103731],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7228343,"threshold_uncertainty_score":0.567364,"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."}}