{"id":"W4244680491","doi":"10.1016/b978-0-08-101095-2.00001-1","title":"Introduction","year":2017,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004401934,0.001139496,0.0006508996,0.002059401,0.001187309,0.004255959,0.001396576,0.001691474,0.5282659],"category_scores_gemma":[0.001452709,0.0003695907,0.0005592049,0.001900883,0.000572261,0.003357778,0.00257502,0.001746259,0.4722452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149825,"about_ca_system_score_gemma":0.001689071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002093847,"about_ca_topic_score_gemma":0.003648225,"domain_scores_codex":[0.9994486,0.00004212205,0.00002047549,0.0001168264,0.0003161764,0.00005572394],"domain_scores_gemma":[0.9995422,0.00006697309,0.00001774981,0.00007476727,0.000210978,0.00008732723],"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":[0.00002146725,0.0000408044,0.00009819424,0.0002498929,0.000003063192,0.00006929124,0.0001282012,0.0002791623,0.0007551378,0.03596173,0.6164662,0.3459269],"study_design_scores_gemma":[0.000001236609,0.000004495533,0.00006209034,0.00007932779,9.628936e-7,0.00004070788,0.00002731711,0.00003406553,0.0001028433,0.003573201,0.9960712,0.000002539332],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003456282,0.003774495,0.004802949,0.001432159,0.003260365,0.00007833146,0.001067836,0.0007623471,0.9844759],"genre_scores_gemma":[0.0009018839,0.002240096,0.001330162,0.0004991236,0.0004957626,0.00004512767,0.0009166581,0.0002352012,0.993336],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4717341,"threshold_uncertainty_score":0.6728715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108945831653039,"score_gpt":0.201888908790408,"score_spread":0.1907994504738776,"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."}}