{"id":"W2162038986","doi":"10.1109/tbme.2010.2098875","title":"Automated Sperm Immobilization for Intracytoplasmic Sperm Injection","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on Biomedical Engineering","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sperm; Intracytoplasmic sperm injection; Pipette; Biomedical engineering; Andrology; Biology; Chemistry; In vitro fertilisation; Medicine; Embryo; Cell biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001148845,0.0001800256,0.0002051003,0.0003530078,0.00007978722,0.000009461785,0.00004681146,0.0002001416,0.0002790366],"category_scores_gemma":[0.00003721755,0.0001664494,0.000134263,0.0004309102,0.00004758096,0.0000996197,5.994527e-7,0.000213103,0.00005615982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001470815,"about_ca_system_score_gemma":0.0000470955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003043426,"about_ca_topic_score_gemma":0.00000279419,"domain_scores_codex":[0.998969,0.000008396156,0.0002814432,0.0002685167,0.0002176272,0.0002550496],"domain_scores_gemma":[0.9994408,0.00006199336,0.0000345917,0.0001845533,0.00007532176,0.0002026825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002055659,0.004712611,0.0002428463,0.001168389,0.0009499583,0.0001443362,0.001983956,0.03764045,0.7433773,0.0003794752,0.001208837,0.2061362],"study_design_scores_gemma":[0.002392428,0.00156226,0.001932798,0.0001637929,0.0002618699,0.0005202483,0.00004952063,0.8580992,0.1332635,0.00002578812,0.00144174,0.0002868372],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1206512,0.00001584323,0.8760496,0.00006428454,0.00160931,0.0004427601,0.00001166007,0.001050909,0.0001044189],"genre_scores_gemma":[0.9919501,0.00002090784,0.007463864,0.0000858942,0.000187426,0.0001040525,0.00003935142,0.00004721203,0.0001011914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8712989,"threshold_uncertainty_score":0.6787608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01870683291146243,"score_gpt":0.2384837896047422,"score_spread":0.2197769566932798,"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."}}