{"id":"W4399793201","doi":"10.1007/978-981-99-8048-2_108","title":"Designing a Novel Threaded Connection Pair with an Improved Vibration Resistance","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in mechanical engineering","topic":"Engineering Structural Analysis Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MD Precision (Canada)","funders":"","keywords":"Connection (principal bundle); Vibration; Computer science; Structural engineering; Acoustics; Materials science; 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":[0.0002194211,0.0009148181,0.0006634807,0.0006182427,0.0006688031,0.0007087178,0.001866732,0.001239529,0.007247652],"category_scores_gemma":[0.0004964444,0.0004611322,0.0004475014,0.0006740807,0.000284039,0.00153593,0.0007672533,0.0004767103,0.002737001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002650506,"about_ca_system_score_gemma":0.000290147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001702273,"about_ca_topic_score_gemma":0.0003764849,"domain_scores_codex":[0.9996773,0.00004436768,0.0000190152,0.0001368319,0.00008520637,0.00003726653],"domain_scores_gemma":[0.9996486,0.00004097653,0.00005795572,0.00008251879,0.000106175,0.00006384127],"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":[0.0005537683,0.0003663494,0.001188978,0.0005892518,0.0001441284,0.0006726909,0.0002634378,0.01083546,0.7592562,0.01897702,0.007296795,0.1998559],"study_design_scores_gemma":[0.0003919165,0.007274622,0.003500437,0.0001293332,0.0005573547,0.004186905,0.0002269851,0.3804596,0.4865001,0.01061124,0.1058679,0.0002937011],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1780049,0.0006197653,0.7931212,0.000236322,0.001018202,0.0001794386,0.0001630258,0.003839929,0.02281723],"genre_scores_gemma":[0.561615,0.0002100957,0.4216435,0.0001592397,0.0001600872,0.0002126392,0.0001833718,0.0003136098,0.01550246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007247652,"threshold_uncertainty_score":0.0242458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262765762468966,"score_gpt":0.2217014169846943,"score_spread":0.2090737593600047,"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."}}