{"id":"W1997145244","doi":"10.1504/ijma.2013.052628","title":"A reconfigurable modular fixture design for meso-milling","year":2013,"lang":"en","type":"article","venue":"International Journal of Mechatronics and Automation","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Fixture; Modular design; Adaptability; Machining; Computer science; Set (abstract data type); Engineering drawing; Mechanical engineering; Engineering","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":[0.0001840492,0.0000679064,0.00008855652,0.0001000625,0.00002926679,0.0001102325,0.0001008094,0.00004952374,0.00004912569],"category_scores_gemma":[0.00002898585,0.00005953882,0.00003903477,0.00002193951,0.000003971732,0.0003786767,0.000004412367,0.00006914238,0.00000241835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004737049,"about_ca_system_score_gemma":0.00001625914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002509484,"about_ca_topic_score_gemma":2.641981e-7,"domain_scores_codex":[0.999485,0.000007412355,0.0002343943,0.00005083566,0.0001439385,0.00007847623],"domain_scores_gemma":[0.9995149,0.00003857601,0.0001142507,0.00003269509,0.0002680716,0.00003151318],"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":[0.000008872674,0.000008681629,0.000005779008,0.00003640371,0.00008570774,5.536329e-7,0.0001503682,0.9408818,0.004871566,0.001697482,0.0007992596,0.05145349],"study_design_scores_gemma":[0.0003691528,0.00005838574,0.00006706825,0.0000605979,0.00001125955,0.00001665914,0.00003087278,0.9658431,0.02032398,0.01127963,0.001868204,0.00007106338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0738579,0.0005642149,0.9243425,0.0004284728,0.0005464656,0.0001334483,0.000003700108,0.00003519423,0.00008809612],"genre_scores_gemma":[0.9516832,0.0005037545,0.04756376,0.00003472481,0.0001433318,0.00001187113,0.000008420913,0.00001275238,0.00003823766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8778253,"threshold_uncertainty_score":0.2427922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009316379092883251,"score_gpt":0.2096527737409602,"score_spread":0.2003363946480769,"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."}}