{"id":"W4411656623","doi":"10.51847/gl26hbenok","title":"10.51847/GL26Hbenok","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Correlative; Spring (device); Automotive industry; Leaf spring; Automotive engineering; Environmental science; Engineering; Mechanical engineering; Aerospace engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006672205,0.00007894007,0.0000833696,0.00006016238,0.00002846769,0.00002908479,0.0001299675,0.0000426522,0.9857661],"category_scores_gemma":[0.00001898499,0.00008017164,0.00002659742,0.0002078703,0.000005037126,0.0000473005,0.00001159929,0.00009760018,0.9717787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002221749,"about_ca_system_score_gemma":0.000005737629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002265503,"about_ca_topic_score_gemma":2.641497e-8,"domain_scores_codex":[0.9994736,0.000007636234,0.00009532444,0.00009338773,0.000118996,0.0002110222],"domain_scores_gemma":[0.9996218,0.00002515984,0.000001677499,0.0001948252,0.00001300996,0.0001434911],"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":[0.000005103664,0.000008467516,3.321799e-9,0.00000932441,0.00000938837,0.000001970306,0.000003942305,0.08805846,0.000843035,0.000008082186,0.0198255,0.8912267],"study_design_scores_gemma":[0.00005582871,0.00003128173,0.000002037513,0.000006168625,0.000001727272,0.000001697179,1.087594e-7,0.1800269,0.0002543445,0.000001557477,0.8195341,0.00008427277],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004780371,0.00004429164,0.0002854574,0.00005795141,0.000002885894,0.00008812357,0.00000708449,0.0005306934,0.9985055],"genre_scores_gemma":[0.001927064,8.779238e-7,0.0004422212,0.000007627596,0.00007209396,0.00002085541,0.00000747895,0.00002703996,0.9974948],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8911424,"threshold_uncertainty_score":0.3269304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007121557995237403,"score_gpt":0.1859397415990948,"score_spread":0.1788181836038574,"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."}}