{"id":"W4406689582","doi":"10.1016/b978-0-08-052304-0.50020-6","title":"10.1016/b978-0-08-052304-0.50020-6","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000115994,0.0004059731,0.0004079671,0.000306184,0.00005567404,0.00007418022,0.0003885778,0.0003966269,0.9957886],"category_scores_gemma":[0.00002760622,0.0004384289,0.0001535991,0.00008552983,0.00002197234,0.00006098198,0.00007062066,0.0006508884,0.9955027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001034525,"about_ca_system_score_gemma":0.000032623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002354566,"about_ca_topic_score_gemma":1.108401e-7,"domain_scores_codex":[0.9985226,0.000008422519,0.0003328264,0.0003311671,0.0003791306,0.0004258228],"domain_scores_gemma":[0.9989224,0.00007191713,0.0000176611,0.0005962044,0.00004963328,0.0003421508],"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":[0.00001807514,0.00001006091,1.23637e-10,0.00008932127,0.0001161064,0.00002231181,0.000004470739,0.02194068,0.00007738747,0.0004122265,0.245973,0.7313363],"study_design_scores_gemma":[0.0001110677,0.00008230463,3.951786e-8,0.0001186762,0.00002306684,0.000008092844,5.930757e-8,0.02586802,0.00007283843,0.0001279821,0.9731267,0.0004611173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.84633e-7,0.0003107772,0.0001878819,0.0000392495,0.000007561355,0.0002827831,0.0001003137,0.0008426219,0.9982286],"genre_scores_gemma":[0.000003423417,0.000003833353,0.0002864457,0.000006917988,0.0003591604,0.00003348601,0.0001188413,0.0002106385,0.9989772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7308752,"threshold_uncertainty_score":0.9998068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01083883654629669,"score_gpt":0.1824659093210803,"score_spread":0.1716270727747836,"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."}}