{"id":"W2122748611","doi":"10.1109/icma.2005.1626842","title":"Electro-thermo-dynamic performance of a microgripping system","year":2006,"lang":"en","type":"article","venue":"","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; National Research Council Canada","funders":"","keywords":"Computer science","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":[0.00002593796,0.00006197766,0.00007943746,0.00003672631,0.00002216466,0.000006156244,0.00004700069,0.00002471173,0.000007619027],"category_scores_gemma":[8.550142e-7,0.00005814408,0.00001654576,0.0001108871,0.000006679768,0.0000750434,0.000005000511,0.00004070236,0.000004196112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003478304,"about_ca_system_score_gemma":0.000004400196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007561136,"about_ca_topic_score_gemma":0.000003228619,"domain_scores_codex":[0.9996549,0.000001921747,0.0001270502,0.00005832825,0.00004411148,0.0001137184],"domain_scores_gemma":[0.9998753,0.000006113006,0.00002141082,0.00006533018,0.00002270432,0.000009156981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003643864,0.000004640397,0.0002465215,0.0004095885,0.000006356357,3.082787e-7,0.00001689933,0.9603987,0.0342428,0.0008008244,0.00002568789,0.003844081],"study_design_scores_gemma":[0.0001028426,0.00001765651,0.0004319088,0.00005182534,0.000005088313,0.00000645677,0.00001946715,0.9723542,0.026666,0.00001243338,0.0002516489,0.00008052188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6724246,0.0007040188,0.308815,0.000003255567,0.00006663353,0.0000624034,0.000001050792,0.0004194065,0.01750363],"genre_scores_gemma":[0.9881799,0.00005174343,0.01152735,0.000002617292,0.00001532524,0.000004261809,0.000006255103,0.0000166031,0.0001958975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3157553,"threshold_uncertainty_score":0.2371047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001430876345193945,"score_gpt":0.1645659074854127,"score_spread":0.1631350311402187,"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."}}