{"id":"W62004700","doi":"10.1007/978-1-4419-9302-1_6","title":"On Force Limited Vibration for Testing Space Hardware","year":2011,"lang":"en","type":"book-chapter","venue":"Conference proceedings of the Society for Experimental Mechanics","topic":"Scientific Research and Discoveries","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Space Agency","funders":"","keywords":"Limiting; Aerospace; Vibration; Notching; Constant (computer programming); Range (aeronautics); Computer science; Engineering; Mechanical engineering; Acoustics; Aerospace 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004957375,0.0010039,0.0004751481,0.0008653096,0.0004179362,0.001032957,0.001453735,0.001233903,0.01094118],"category_scores_gemma":[0.001057428,0.0005642027,0.0003365833,0.0005899028,0.001848246,0.002014616,0.001351376,0.001143179,0.002616301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004073719,"about_ca_system_score_gemma":0.0002641958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007160699,"about_ca_topic_score_gemma":0.001514939,"domain_scores_codex":[0.9992139,0.0001016206,0.00002472746,0.0000806633,0.00054321,0.00003583962],"domain_scores_gemma":[0.9994121,0.0003767143,0.00001684887,0.00008414479,0.00009754657,0.00001272179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001721286,0.00011643,0.000558598,0.0006290484,0.00004333953,0.0006400351,0.0007196888,0.04282269,0.1762245,0.1495658,0.02456736,0.6039404],"study_design_scores_gemma":[0.00005187645,0.000688559,0.004405624,0.0008318783,0.00004837713,0.001962616,0.0004741898,0.1311359,0.09954872,0.4061858,0.3545213,0.0001451301],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02002381,0.01928663,0.80196,0.001025871,0.001289437,0.0001274254,0.0001730891,0.001012241,0.1551015],"genre_scores_gemma":[0.3762313,0.017766,0.2767982,0.0009551868,0.0009609119,0.0003090993,0.0004881632,0.0007747092,0.3257165],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01094118,"threshold_uncertainty_score":0.0366019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06388817281370979,"score_gpt":0.2768082288875442,"score_spread":0.2129200560738345,"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."}}