{"id":"W2107831290","doi":"10.1109/robot.2009.5152759","title":"Automated mouse embryo injection moves toward practical use","year":2009,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Embryo; Computer science; Simulation; Biomedical engineering; Artificial intelligence; Biology; Engineering; 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":[0.00004602302,0.0001116916,0.0001029189,0.0000786066,0.00003123731,0.00006431953,0.00005300443,0.0001571902,0.00002853811],"category_scores_gemma":[0.0001270164,0.00009213035,0.00002655205,0.0001841098,0.00002610417,0.0002008712,0.00001622176,0.0001423697,0.00009854737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004271682,"about_ca_system_score_gemma":0.000009392337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002217694,"about_ca_topic_score_gemma":0.000001838156,"domain_scores_codex":[0.9994848,0.000008465871,0.0001296397,0.0001164405,0.00007617651,0.0001845159],"domain_scores_gemma":[0.9997296,0.00002468719,0.00001217415,0.0001719325,0.00003038454,0.00003116816],"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":[0.000009451875,0.00004037713,0.00006339328,0.000009282729,0.00001797135,0.00001756227,0.00005042204,0.0002937317,0.711793,0.0014548,0.2791283,0.00712167],"study_design_scores_gemma":[0.0002618439,0.0001686954,0.00408166,0.00001584846,0.00002005217,0.0001404125,0.0002473737,0.106671,0.8741893,0.0004283855,0.01338913,0.0003863793],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495915,0.0001140348,0.02252717,0.001195817,0.0001917445,0.0001152079,0.000004080375,0.02331803,0.002942373],"genre_scores_gemma":[0.9845797,0.000159495,0.01439142,0.0001644642,0.00002663592,8.322251e-7,0.000005717826,0.00001239104,0.0006593617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2657392,"threshold_uncertainty_score":0.3756967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02679983958053383,"score_gpt":0.256300460385016,"score_spread":0.2295006208044822,"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."}}