{"id":"W102368149","doi":"10.1007/978-1-4419-9946-7_5","title":"Cellular Force Measurement Using Computer Vision Microscopy and a Polymeric Microdevice","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; University of Toronto","funders":"","keywords":"Microinjection; Oocyte; Characterization (materials science); Microscopy; Biological system; Biomedical engineering; Deformation (meteorology); Process (computing); Materials science; Computer science; Cell biology; Biophysics; Nanotechnology; Biology; Engineering; Optics; Physics; Composite material","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":[0.0003109669,0.0005744828,0.0004489181,0.0008769304,0.0002810637,0.0009221468,0.001507672,0.001304596,0.002618926],"category_scores_gemma":[0.0003360682,0.0005753557,0.0003562562,0.0007679972,0.0006421008,0.00126693,0.0005548339,0.0007847314,0.001138679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005134512,"about_ca_system_score_gemma":0.0003219589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004777684,"about_ca_topic_score_gemma":0.001030385,"domain_scores_codex":[0.9996479,0.00002108736,0.00001648765,0.00009300535,0.0002017692,0.00001990285],"domain_scores_gemma":[0.9998022,0.0001000322,0.00001492675,0.00002688399,0.0000454865,0.00001047619],"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":[0.00006666373,0.00005579128,0.0002214494,0.0002932922,0.00002059861,0.0001230596,0.00006006746,0.001113563,0.7531434,0.0121057,0.002383355,0.230413],"study_design_scores_gemma":[0.00001353526,0.0002554879,0.001712224,0.00009967497,0.00004735994,0.001814411,0.00003141318,0.03110867,0.8884727,0.00476753,0.0715918,0.00008525912],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03265679,0.01347382,0.9219701,0.0006470746,0.0006057418,0.0001996986,0.0002672838,0.001915833,0.02826364],"genre_scores_gemma":[0.179526,0.01142544,0.753579,0.0005519672,0.0002043803,0.0002403371,0.0003409599,0.0002794345,0.05385248],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002618926,"threshold_uncertainty_score":0.008761227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02522722897281604,"score_gpt":0.2414031980398519,"score_spread":0.2161759690670359,"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."}}