{"id":"W4243861185","doi":"10.1007/978-3-642-20617-7_100027","title":"Assembly Machine","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Assembly Line Balancing Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006656362,0.0002994227,0.0003022015,0.0001134123,0.00002247684,0.00002531513,0.0001357643,0.0003099754,0.0007747929],"category_scores_gemma":[0.000008704641,0.0002979107,0.00008164093,0.0000136338,0.000009792173,0.00003280824,0.00002933618,0.0002523786,0.00121916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006876401,"about_ca_system_score_gemma":0.00001053618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003487004,"about_ca_topic_score_gemma":0.00002671626,"domain_scores_codex":[0.9992586,0.00000263795,0.000239087,0.0001792555,0.0001605607,0.0001598508],"domain_scores_gemma":[0.9994866,0.00003197176,0.00004164066,0.0003366343,0.00003938796,0.00006375987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005218446,0.000005855036,0.00001977898,0.0003951124,0.0002797564,0.00001966012,0.00003245233,0.2063325,0.0002755398,0.5741736,0.1889788,0.02948178],"study_design_scores_gemma":[0.0001325957,0.00001785843,0.000009393634,0.00007506915,0.00004249105,0.000007945819,3.008489e-7,0.2762675,0.0001263343,0.00101761,0.7218147,0.000488164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001984056,0.0002173019,0.2217393,0.00002396437,0.0003545751,0.00009402458,0.000007655635,0.0009373922,0.7766238],"genre_scores_gemma":[0.006561142,0.0001677701,0.006791701,0.00009934801,0.0004470936,0.000004358381,0.0002000409,0.0002422522,0.9854863],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5731559,"threshold_uncertainty_score":0.9999473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006385549921181191,"score_gpt":0.1848246363475831,"score_spread":0.1784390864264019,"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."}}