{"id":"W4401415293","doi":"10.1109/icra57147.2024.10611426","title":"Automated Sperm Immobilization with a Clinically-Compatible and Compact XYZ Stage","year":2024,"lang":"en","type":"article","venue":"","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sperm; Computer science; Stage (stratigraphy); Biomedical engineering; Andrology; Engineering; Medicine; 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":[0.0003166095,0.0005062135,0.0003745536,0.0004314166,0.0002502968,0.0003802572,0.000791954,0.0005434458,0.002023246],"category_scores_gemma":[0.0004371504,0.0003916264,0.0002988019,0.0002656646,0.000289033,0.0003955875,0.0006800584,0.0003494181,0.001084147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002516266,"about_ca_system_score_gemma":0.0007355336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008227355,"about_ca_topic_score_gemma":0.001546495,"domain_scores_codex":[0.999519,0.00003343603,0.00003562423,0.0001239956,0.0002586849,0.00002926038],"domain_scores_gemma":[0.9997968,0.00003721842,0.00005941154,0.00004415836,0.00004780425,0.00001463707],"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":[0.00005872245,0.00003199368,0.000509129,0.0001314298,0.000008618312,0.00007317535,0.00005504986,0.0006757847,0.9582939,0.000686707,0.0006859764,0.03878963],"study_design_scores_gemma":[0.00007405159,0.001388379,0.01213073,0.00003610956,0.00007788924,0.002143561,0.00004152254,0.0376643,0.9109945,0.0003004322,0.03501176,0.0001367379],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2049556,0.00227305,0.7802525,0.0003926902,0.000316029,0.0007246254,0.0005507877,0.004214892,0.006319797],"genre_scores_gemma":[0.3903998,0.001347589,0.5954498,0.000261683,0.0001052416,0.0005224952,0.0006867847,0.0001582333,0.01106845],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002023246,"threshold_uncertainty_score":0.006768465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03251777264227558,"score_gpt":0.3503661272384501,"score_spread":0.3178483545961746,"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."}}