{"id":"W2339563741","doi":"10.1007/978-3-319-17683-3_1","title":"Review of Recent Advances on Reactionless Mechanisms and Parallel Robots","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Cognitive science; Psychology","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":[0.00007176342,0.0001943799,0.000317448,0.00004744074,0.0000153916,0.000004704337,0.00005624724,0.00010582,0.0002420478],"category_scores_gemma":[0.00001775714,0.000169091,0.00002791511,0.00001954984,0.00001341549,0.00009090577,0.0000166446,0.000143468,0.000008700977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003558844,"about_ca_system_score_gemma":0.00001336811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.36451e-7,"about_ca_topic_score_gemma":0.000003107298,"domain_scores_codex":[0.9993853,0.000002516126,0.0002366804,0.0001606633,0.0001352211,0.00007963047],"domain_scores_gemma":[0.9995553,0.00001911828,0.0001055987,0.0001503031,0.0001188902,0.00005081763],"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":[0.00001922524,0.000008531112,6.167027e-8,0.01232744,0.00005252539,0.000001915065,0.00001511471,0.3362561,0.000006713783,0.3210033,0.004036784,0.3262722],"study_design_scores_gemma":[0.0001504527,0.00007967228,1.434328e-7,0.007844281,0.00005509223,0.00000603166,0.000003977272,0.002243991,0.00003674122,0.04849572,0.9407887,0.0002951641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[1.763503e-8,0.2123129,0.2047271,0.00005246284,0.0001927011,0.000166005,0.000008347937,0.000116378,0.582424],"genre_scores_gemma":[0.000005762849,0.9386524,0.03136582,0.0001623477,0.00003386836,0.000008388965,0.00006554709,0.00005368721,0.02965216],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.936752,"threshold_uncertainty_score":0.6895332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03425742342492941,"score_gpt":0.2757678552802135,"score_spread":0.2415104318552841,"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."}}