{"id":"W2554848325","doi":"10.1016/j.promfg.2016.08.009","title":"Development of Multi-degrees of Freedom Optical Table Dynamometer","year":2016,"lang":"en","type":"article","venue":"Procedia Manufacturing","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Dynamometer; Strain gauge; Piezoelectricity; Vibration; Transducer; Acoustics; Amplifier; Force transducer; Machining; Mechanical engineering; Piezoelectric sensor; Engineering; Sensitivity (control systems); Bandwidth (computing); Structural engineering; Electronic engineering; Electrical engineering; Physics","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":[0.0000762856,0.0001221881,0.0001720286,0.0000840941,0.00002653338,0.000006159755,0.0001181638,0.00005706965,0.00003888748],"category_scores_gemma":[0.00005366964,0.00008864066,0.00002466891,0.00005677022,0.00004039764,0.0001855803,0.00004526469,0.00005587751,0.000004763356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000358772,"about_ca_system_score_gemma":0.00001976718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001380544,"about_ca_topic_score_gemma":0.00000441479,"domain_scores_codex":[0.9992748,0.000002444482,0.0002885421,0.0001280036,0.0001244393,0.0001817779],"domain_scores_gemma":[0.9996935,0.00005765201,0.00006115259,0.0001038383,0.00003818431,0.00004568193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003074719,0.00007523215,0.000929428,0.001320521,0.00008681264,0.000001344423,0.001087686,0.703727,0.1309353,0.0002249427,0.00002068323,0.1615603],"study_design_scores_gemma":[0.0004945865,0.0000154421,0.003934719,0.0001604239,0.0000107341,0.000001756216,0.00003848188,0.04165979,0.9529979,0.00004176605,0.0004650408,0.0001793282],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3468313,0.0001848718,0.6520371,0.000005498511,0.0001319922,0.00009378147,0.000004952834,0.0001289801,0.0005815223],"genre_scores_gemma":[0.656973,0.00003726213,0.3428862,8.378439e-7,0.00001813196,0.00001035625,0.000001764074,0.00001986523,0.00005259305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8220627,"threshold_uncertainty_score":0.3614661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474273009948352,"score_gpt":0.2247820486505855,"score_spread":0.210039318551102,"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."}}