{"id":"W2141977084","doi":"10.7451/cbe.2012.54.2.17","title":"Effect of load fixture design on sensitivity of an extended octagonal ring (EOR) transducer.","year":2012,"lang":"en","type":"article","venue":"Canadian Biosystems Engineering","topic":"Transport Systems and Technology","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transducer; Fixture; Sensitivity (control systems); Ring (chemistry); Structural engineering; Materials science; Engineering; Acoustics; Electronic engineering; Mechanical engineering; Physics; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009383485,0.0002984224,0.0005376969,0.0003733595,0.00002940885,0.000006942621,0.0001348159,0.0003086375,0.00001199558],"category_scores_gemma":[0.0000310658,0.0002999447,0.0001083479,0.0002663545,0.00002356885,0.0001394544,0.00000346584,0.0002473917,0.000004124669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002774713,"about_ca_system_score_gemma":0.00005868748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005681006,"about_ca_topic_score_gemma":0.004486262,"domain_scores_codex":[0.998591,0.00007464897,0.0003756524,0.0001778854,0.0001886996,0.0005921045],"domain_scores_gemma":[0.9990243,0.0001297261,0.00004655581,0.0003624453,0.0000363675,0.0004006432],"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":[0.00004035191,0.00003219048,0.001910327,0.003460134,0.0002789746,0.0001031953,0.0008534916,0.1406264,0.8444061,0.001637751,0.00006523401,0.006585845],"study_design_scores_gemma":[0.0008418754,0.000441973,0.009873029,0.000807457,0.00008271814,0.0001904741,0.00004714097,0.06246459,0.9215974,0.000001825588,0.002948222,0.0007032671],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893224,0.0008297478,0.007679198,0.000006336971,0.0009831527,0.0004246905,0.0001197047,0.0003127121,0.0003220418],"genre_scores_gemma":[0.9994244,0.000004688279,0.0002974585,0.000002599461,0.000160793,0.0000211272,0.0000105492,0.00007183844,0.000006530584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0781618,"threshold_uncertainty_score":0.9999453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005721505681618439,"score_gpt":0.1814452003753782,"score_spread":0.1757236946937598,"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."}}