{"id":"W7133068104","doi":"","title":"Industrial & Systems Engineering Research Conference ISERC ID A4158","year":2014,"lang":"en","type":"article","venue":"Lumieres - Repositorio institucional Universidad de América","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Lean manufacturing; Field (mathematics); Industrial technology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005459424,0.0003065763,0.0004018886,0.0006239171,0.000376956,0.000467112,0.0005589431,0.000418218,0.00003048057],"category_scores_gemma":[0.0001054934,0.0003280515,0.0001050372,0.0004954382,0.0001091694,0.0003165981,0.00008916573,0.000924962,0.0001647995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007750204,"about_ca_system_score_gemma":0.0002083908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00145257,"about_ca_topic_score_gemma":0.0000487969,"domain_scores_codex":[0.9976004,0.0001458616,0.0004142884,0.000417471,0.0006611737,0.0007607801],"domain_scores_gemma":[0.998669,0.0002301493,0.00006842842,0.000492641,0.0001994311,0.0003403627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001919877,0.0001408156,0.0006656392,0.000994097,0.0006730359,0.0005552182,0.001406933,0.7280278,0.04498608,0.1282437,0.08787537,0.006239337],"study_design_scores_gemma":[0.0007860225,0.0001273468,0.0002581572,0.000394647,0.00002829009,0.0001847932,0.0003659997,0.0571537,0.00832201,0.00005332425,0.9318187,0.0005070504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5353512,0.0007063423,0.008909554,0.000279012,0.01596489,0.001017506,0.00003798787,0.001872608,0.4358609],"genre_scores_gemma":[0.9942551,0.00007897358,0.0002146071,0.0000084082,0.002166205,0.00002332276,0.00001982483,0.00005516163,0.003178457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8439433,"threshold_uncertainty_score":0.9999171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03539861557845852,"score_gpt":0.2506687028379063,"score_spread":0.2152700872594478,"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."}}