{"id":"W2748721682","doi":"","title":"The development of a two-link flexible arm to be used for PID control studies at the University of New Brunswick, Fredericton Campus","year":2006,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Link (geometry); PID controller; Control (management); Computer science; Engineering; Control engineering; Artificial intelligence; Temperature control; Computer network","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001699741,0.0003473693,0.0002909603,0.0005171859,0.001047112,0.0005781243,0.001040935,0.0008497637,0.005303291],"category_scores_gemma":[0.001432399,0.0002678873,0.0002854262,0.0003833404,0.0005192863,0.0006521372,0.0006560799,0.0008214035,0.001114554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008215448,"about_ca_system_score_gemma":0.003003687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01222859,"about_ca_topic_score_gemma":0.01632543,"domain_scores_codex":[0.9994992,0.0000485602,0.00001516572,0.00009494687,0.0002763614,0.00006583975],"domain_scores_gemma":[0.9990939,0.0001217841,0.00002809602,0.0001109471,0.0004838381,0.00016146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001157774,0.000755522,0.006383864,0.0002312613,0.00004131043,0.000796462,0.001115148,0.02568885,0.5751396,0.01340091,0.005433681,0.3698555],"study_design_scores_gemma":[0.0006713643,0.007565049,0.0282534,0.0001611807,0.0001108099,0.001174176,0.0006645479,0.1557025,0.6147606,0.002826446,0.1878841,0.0002257325],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3534663,0.0002960345,0.6053581,0.00128614,0.0005767688,0.001655675,0.0004231183,0.003826157,0.03311168],"genre_scores_gemma":[0.541339,0.0002320824,0.3929732,0.0002088574,0.0000255627,0.0006076682,0.0003691155,0.0002598328,0.06398467],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01222859,"threshold_uncertainty_score":0.02431482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695693900971368,"score_gpt":0.2437310368959221,"score_spread":0.2267740978862084,"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."}}