{"id":"W4251718306","doi":"10.1080/07408170108936831","title":"One-piece flow manufacturing on U-shaped production lines: a tutorial","year":2001,"lang":"en","type":"article","venue":"IIE Transactions","topic":"Assembly Line Balancing Optimization","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Flow (mathematics); Flow line; Production (economics); Production line; Manufacturing engineering; Material flow; Industrial engineering; Computer science; Engineering drawing; Product (mathematics); Engineering; Mechanical engineering; Mathematics; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.000209962,0.0009412523,0.0005169513,0.000609096,0.00025959,0.0008811745,0.0005959566,0.0006184705,0.006298745],"category_scores_gemma":[0.0003262805,0.0003048262,0.0005795645,0.0009181162,0.0003393335,0.001388436,0.0002902829,0.000719366,0.002314997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003831879,"about_ca_system_score_gemma":0.0003104645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008255675,"about_ca_topic_score_gemma":0.000759313,"domain_scores_codex":[0.9998845,0.00002996102,0.000008374986,0.00003419519,0.00003421176,0.000008813347],"domain_scores_gemma":[0.9998906,0.00006464637,0.00001155104,0.000006779971,0.00002174487,0.000004792777],"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":[0.0000706291,0.000281885,0.000497788,0.002440255,0.0000529311,0.0004516606,0.000329279,0.1126797,0.01362454,0.2552339,0.02882939,0.585508],"study_design_scores_gemma":[0.00002814717,0.0004387248,0.001070854,0.0008261592,0.00006359119,0.001302256,0.0001816497,0.4019044,0.008636507,0.1666225,0.4188337,0.00009151056],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01007908,0.07507361,0.8342014,0.000821777,0.0008308524,0.0001435672,0.0001110034,0.0005670753,0.07817174],"genre_scores_gemma":[0.2051297,0.1844801,0.5188354,0.0007055793,0.001874513,0.0003836811,0.0004817156,0.0002704372,0.08783881],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006298745,"threshold_uncertainty_score":0.02107143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410454936694193,"score_gpt":0.216559058497562,"score_spread":0.20245450913062,"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."}}