{"id":"W2400073302","doi":"","title":"Piezoelectric driven non-toxic injector for automated cell manipulation.","year":2011,"lang":"en","type":"article","venue":"PubMed","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pipette; Injector; Micromanipulator; Intracytoplasmic sperm injection; Materials science; Biomedical engineering; Computer science; In vitro fertilisation; Chemistry; Mechanical engineering; Engineering; Embryo; 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":[0.0002232835,0.0001154694,0.000125682,0.000202596,0.00005644965,0.00003491392,0.0002607767,0.0001094965,0.00006856958],"category_scores_gemma":[0.0001578664,0.0001141607,0.0000535559,0.0004028905,0.00003599742,0.00007356972,0.00004031604,0.0001449998,0.00009354054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001072977,"about_ca_system_score_gemma":0.00001995391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001646048,"about_ca_topic_score_gemma":0.000003651313,"domain_scores_codex":[0.9988245,0.00001457585,0.0001938589,0.0001704365,0.0002072488,0.0005893794],"domain_scores_gemma":[0.9994368,0.0001047503,0.00002298692,0.0002032615,0.00004895611,0.000183226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001127842,0.0004124019,0.03635219,0.001501936,0.0003188362,0.00003322368,0.001356867,0.002871346,0.00769836,0.0004568424,0.07103509,0.8778501],"study_design_scores_gemma":[0.0004469813,0.00002576271,0.5810702,0.000005188494,0.00001148011,0.000001691685,0.000004516356,0.402513,0.01343236,0.000155619,0.002144437,0.0001886855],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9138076,0.0001403853,0.04898889,0.00004720777,0.0008737907,0.002631315,0.00001453042,0.003293127,0.03020312],"genre_scores_gemma":[0.9942813,0.000009422758,0.003509282,0.00001756052,0.0001061584,0.001595943,0.000007249628,0.00004839864,0.0004246774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8776614,"threshold_uncertainty_score":0.465534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04112857367825274,"score_gpt":0.2354303539222094,"score_spread":0.1943017802439567,"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."}}