{"id":"W7097628337","doi":"","title":"Author manuscript, published in "International Symposium on Optomechatronic Technologies, ISOT'10., Toronto: Canada (2010)" 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003899025,0.0004573816,0.0003222088,0.0002818141,0.0001948208,0.0003896813,0.0009142014,0.0004036752,0.0005409732],"category_scores_gemma":[0.0001039273,0.0004836852,0.00007815995,0.0005817513,0.00004453052,0.0005517611,0.0001435608,0.0006206329,0.000104739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0015277,"about_ca_system_score_gemma":0.0002637928,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09640773,"about_ca_topic_score_gemma":0.6180171,"domain_scores_codex":[0.9973946,0.00001754966,0.0006783464,0.000747943,0.0005135986,0.0006479333],"domain_scores_gemma":[0.9983968,0.00005808666,0.0001505651,0.0009910612,0.0002502936,0.0001531955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006049732,0.000360856,0.0003957598,0.0001434469,0.00005493922,0.000002231018,0.000159958,0.02485807,0.821104,0.003197779,0.1242297,0.02543276],"study_design_scores_gemma":[0.0006060248,0.00004657802,0.0008482464,0.00008769918,0.0000289039,0.00001391913,0.0000831561,0.1113776,0.08613777,0.0006076947,0.7991207,0.001041642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2183048,0.0001319472,0.7438605,0.0208307,0.001915713,0.002136086,0.0001010995,0.006001049,0.006718141],"genre_scores_gemma":[0.8895016,0.000008977283,0.1010123,0.0004443959,0.00018414,0.0009406362,0.000875436,0.0001396914,0.006892796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7349662,"threshold_uncertainty_score":0.9997615,"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."}}