{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003747854,0.0005362585,0.0004974828,0.0006135848,0.0003062504,0.0004139975,0.0007831584,0.0006310398,0.004406045],"category_scores_gemma":[0.0008099774,0.0003221194,0.0003653285,0.0003432151,0.0002592037,0.0003257487,0.0005862192,0.0004706499,0.00223183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002135371,"about_ca_system_score_gemma":0.0005471384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008382889,"about_ca_topic_score_gemma":0.00125773,"domain_scores_codex":[0.9993482,0.00007921145,0.00003943851,0.0001091914,0.0003924415,0.00003152726],"domain_scores_gemma":[0.9995648,0.0000937592,0.00007758669,0.0001030517,0.0001401149,0.00002064631],"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":[0.000139022,0.00008330378,0.001017184,0.0002865153,0.00004077359,0.0001155024,0.00005355045,0.001784711,0.7285439,0.001273616,0.006441194,0.2602206],"study_design_scores_gemma":[0.00008037261,0.001529511,0.01808741,0.0001425871,0.000151268,0.002067145,0.00002837878,0.07443737,0.790571,0.001384951,0.1113377,0.0001823143],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05630918,0.004804282,0.9159551,0.00037887,0.0005542606,0.0006144644,0.0006964945,0.01045964,0.01022775],"genre_scores_gemma":[0.3500143,0.003393402,0.6246901,0.000547677,0.0002372202,0.0007377528,0.001811169,0.0004715329,0.01809683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004406045,"threshold_uncertainty_score":0.01473963,"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."}}