{"id":"W7097628337","doi":"","title":"Author manuscript, published in &amp;quot;International Symposium on Optomechatronic Technologies, ISOT&amp;apos;10., Toronto: Canada (2010)&amp;quot; Autofocusing-based visual servoing: application to MEMS micromanipulation","year":2010,"lang":"en","type":"article","venue":"","topic":"Image Processing Techniques and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Microelectromechanical systems; Microscope; Autofocus; Image processing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001183643,0.0008087161,0.001265544,0.001705264,0.001345422,0.003505185,0.001141822,0.001122015,0.362371],"category_scores_gemma":[0.003767711,0.0005967123,0.0007128905,0.001656093,0.000794769,0.001851587,0.001064347,0.0008465423,0.155296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00097635,"about_ca_system_score_gemma":0.00141189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002085602,"about_ca_topic_score_gemma":0.00653928,"domain_scores_codex":[0.9994586,0.00005138725,0.00004246884,0.0001336692,0.0002276937,0.00008619338],"domain_scores_gemma":[0.9973454,0.0003018862,0.00007308962,0.0002904147,0.001638431,0.0003507242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005053408,0.0001145433,0.0008698319,0.0006665119,0.00009642702,0.0003975891,0.0001217475,0.0008809872,0.008699725,0.007140962,0.7802335,0.2002728],"study_design_scores_gemma":[0.00004480862,0.0001458584,0.001195803,0.0001443214,0.00003216591,0.0004601882,0.00008142916,0.001953155,0.006510445,0.002025744,0.9873785,0.00002756772],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01235963,0.02252393,0.05756377,0.01973832,0.3927256,0.0006498288,0.005983472,0.00373332,0.4847221],"genre_scores_gemma":[0.01512227,0.006414809,0.01261175,0.0007609439,0.006045614,0.00004356783,0.001835593,0.0008427352,0.9563227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.362371,"threshold_uncertainty_score":0.9095004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02789830828569551,"score_gpt":0.3015020655533466,"score_spread":0.2736037572676511,"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."}}