{"id":"W4407276275","doi":"10.70266/9783886177271","title":"10.70266/9783886177271","year":2000,"lang":"en","type":"book","venue":"Time to knit","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.00008661338,0.000483424,0.000573043,0.0003047524,0.00005155803,0.00008284114,0.0003855297,0.0004655374,0.9848164],"category_scores_gemma":[0.000003714482,0.0004847822,0.0001766086,0.00006994841,0.00002273791,0.00005529263,0.00002762606,0.0003941026,0.9946938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201253,"about_ca_system_score_gemma":0.00006979206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007506419,"about_ca_topic_score_gemma":1.916444e-8,"domain_scores_codex":[0.9985938,0.00001508362,0.0003733724,0.0003319064,0.0002433956,0.0004424076],"domain_scores_gemma":[0.9991166,0.00004432522,0.00003880484,0.0005725391,0.00002285231,0.0002048601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008253003,0.000004291291,8.393756e-10,0.0002246864,0.0001003344,0.00001972732,0.000007725501,0.006084946,0.000006655911,0.000001529467,0.9070182,0.08652366],"study_design_scores_gemma":[0.0001157562,0.00005125021,3.127334e-7,0.0003413478,0.00004173492,0.00002385483,1.50085e-7,0.0002760242,0.0001394697,0.00001892573,0.9983926,0.0005985551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002041849,0.000860017,0.000001081166,0.00001015949,0.0000540203,0.000372922,0.00007813395,0.001111058,0.9975106],"genre_scores_gemma":[0.00000194834,0.000005443594,0.00001510144,0.000017491,0.0008723965,0.00003788831,0.0001556183,0.0002284971,0.9986656],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09137443,"threshold_uncertainty_score":0.9997604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00465001957092843,"score_gpt":0.1458520561018777,"score_spread":0.1412020365309493,"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."}}