{"id":"W95764032","doi":"10.1007/978-1-4020-4941-5_32","title":"Quantitative dexterous workspace comparisons","year":2006,"lang":"en","type":"book-chapter","venue":"","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Workspace; Computer science; Environmental science; Artificial intelligence","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":[0.00002187954,0.0002497524,0.000243023,0.00009081805,0.00003603621,0.00004933582,0.00009451894,0.0002166852,0.0006498428],"category_scores_gemma":[0.000001507093,0.0002437733,0.0000590083,0.00001308383,0.00002172611,0.00005091125,0.00001814603,0.0002341375,0.0002152789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004398775,"about_ca_system_score_gemma":0.000008478828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001743604,"about_ca_topic_score_gemma":0.00007754009,"domain_scores_codex":[0.9994036,0.000001694007,0.0001778474,0.0001602396,0.0001130905,0.0001435185],"domain_scores_gemma":[0.999702,0.00002949715,0.00004256538,0.0001561248,0.00003125356,0.00003860088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003724084,0.000003813798,0.000002791252,0.0001169872,0.00005291336,0.000005183745,0.00003242782,0.7586042,8.15727e-7,0.09440625,0.1456595,0.001111436],"study_design_scores_gemma":[0.0002364735,0.00005162715,0.00005077279,0.0003024274,0.00009054847,0.000004838151,0.00001451847,0.1998795,0.0001757765,0.004611348,0.7935318,0.001050427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003470152,0.0007616468,0.3483103,0.00001376659,0.000150425,0.00007637617,0.000007995432,0.0003665758,0.6503094],"genre_scores_gemma":[0.004293509,0.0002669302,0.04386071,0.00003090619,0.00009293683,0.000007488299,0.0001300085,0.0001246625,0.9511929],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6478723,"threshold_uncertainty_score":0.9940785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01932631333922681,"score_gpt":0.2194102733056111,"score_spread":0.2000839599663843,"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."}}