{"id":"W4406672698","doi":"10.1016/b978-0-08-049996-3.50020-7","title":"10.1016/b978-0-08-049996-3.50020-7","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"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":[0.0001022933,0.0006655139,0.0007139325,0.0003571197,0.00007412597,0.00009855429,0.0004321962,0.0005800028,0.9952869],"category_scores_gemma":[0.00000402152,0.0006671026,0.0002576667,0.00004275923,0.00003679132,0.00007433201,0.00004153514,0.0005237417,0.997865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000149302,"about_ca_system_score_gemma":0.00003072432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001700908,"about_ca_topic_score_gemma":4.696584e-7,"domain_scores_codex":[0.9982257,0.00001098396,0.0005040959,0.0004485249,0.0003077626,0.0005029283],"domain_scores_gemma":[0.9988897,0.00004960804,0.00006453464,0.0006983952,0.00003525617,0.0002624636],"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":[0.00002073318,0.000006402703,9.365634e-10,0.0002189967,0.0002420598,0.00004447476,0.00001461719,0.005811706,0.00001873829,0.00003186116,0.4541678,0.5394226],"study_design_scores_gemma":[0.0001701643,0.00007068121,2.243297e-7,0.0004062599,0.00006659598,0.00004977831,2.571328e-7,0.0002435849,0.0002093657,0.0001061566,0.997862,0.0008149088],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001133388,0.001140129,0.000002225759,0.00002413194,0.00003572107,0.0004573952,0.000110058,0.001102626,0.9971266],"genre_scores_gemma":[0.000006361448,0.000004243349,0.00002764306,0.00001449639,0.0008245026,0.00003135157,0.00011232,0.0003069079,0.9986722],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5436943,"threshold_uncertainty_score":0.999578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007026301216533326,"score_gpt":0.1513965659446798,"score_spread":0.1443702647281465,"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."}}