{"id":"W4280563092","doi":"10.1007/978-981-19-0507-0_5","title":"A Novel Productivity Measure for Steel Fabrication Fitting Process","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Productivity; Metric (unit); Welding; Process (computing); Measure (data warehouse); Engineering; Computer science; Industrial engineering; Engineering drawing; Mechanical engineering; Data mining; Operations management; 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":[0.001084445,0.001575397,0.001017268,0.002762472,0.0004408369,0.002009098,0.001626703,0.001135255,0.002797736],"category_scores_gemma":[0.003060299,0.0002951256,0.0008660058,0.002469251,0.0007685558,0.002160508,0.0012936,0.0008223499,0.001290599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001295094,"about_ca_system_score_gemma":0.000561239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006698329,"about_ca_topic_score_gemma":0.0004984558,"domain_scores_codex":[0.9971482,0.0003528527,0.0001155933,0.0005557485,0.001667584,0.0001600499],"domain_scores_gemma":[0.9978293,0.0007900289,0.0003925766,0.0002603376,0.0006430845,0.00008474993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005826946,0.0004087334,0.006680317,0.0006773268,0.0001837271,0.0001964642,0.0001366874,0.09639094,0.140571,0.02655793,0.005599817,0.7220144],"study_design_scores_gemma":[0.00003730412,0.001223286,0.01619626,0.00005586233,0.0001915314,0.000759409,0.0001060262,0.8429285,0.107281,0.01475345,0.01633488,0.0001324813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02660771,0.001295051,0.9614149,0.0001025932,0.000232185,0.00006393326,0.0003781258,0.001382753,0.008522782],"genre_scores_gemma":[0.7275761,0.001266262,0.2583523,0.0001412481,0.0005740639,0.000216472,0.001173254,0.0003452958,0.01035494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002797736,"threshold_uncertainty_score":0.009396553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01346753980431191,"score_gpt":0.2059455776359199,"score_spread":0.1924780378316079,"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."}}