{"id":"W7055310431","doi":"","title":"Changeover Efficiency IMprovement Using Systems Engineering and Lean Manufacturing","year":2020,"lang":"en","type":"other","venue":"CSUN ScholarWorks (California State University, Northridge)","topic":"Advanced Frequency and Time Standards","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Changeover; Downtime; Bottling line; Automation; Production line; Production (economics); Lean manufacturing","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":[0.0001248692,0.0005755484,0.0005602193,0.0003959981,0.0002863544,0.0001463957,0.0003282476,0.0001789829,0.0008152998],"category_scores_gemma":[0.000004325228,0.0006375854,0.0001474756,0.00028925,0.00009321139,0.0002260922,0.0003530175,0.0008305547,0.00007472081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001772566,"about_ca_system_score_gemma":0.00008562046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005833649,"about_ca_topic_score_gemma":0.00002012349,"domain_scores_codex":[0.9980487,0.00003342267,0.0002641706,0.0007134073,0.0003398038,0.0006004897],"domain_scores_gemma":[0.9989372,0.0000265713,0.0003141325,0.0003475981,0.00004221646,0.0003322963],"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":[0.001399369,0.001926626,0.06225895,0.01152718,0.01181351,0.004039222,0.005487113,0.3019115,0.00387695,0.03852513,0.1489648,0.4082697],"study_design_scores_gemma":[0.001436891,0.00008576416,0.0000412915,0.0007058171,0.0002169732,0.000004482952,0.0004328894,0.00727977,0.0002903871,0.00008249853,0.988212,0.001211212],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04744116,0.004307369,0.5999753,0.0001023507,0.003669428,0.003609959,0.02088309,0.001241994,0.3187693],"genre_scores_gemma":[0.6492816,0.001175635,0.006744724,0.0001756132,0.009575184,0.0000193599,0.001910042,0.002849527,0.3282684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8392472,"threshold_uncertainty_score":0.9996076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007302701467049099,"score_gpt":0.1928529909685771,"score_spread":0.185550289501528,"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."}}