{"id":"W7030311148","doi":"","title":"Modeling as a Management Tool for Operating Continuous Galvanizing Baths","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Galvanization; Welding; Work (physics); Current (fluid)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001645262,0.0007172477,0.0003985942,0.0007397826,0.0009054452,0.002146869,0.001388041,0.0007888926,0.01452235],"category_scores_gemma":[0.006545987,0.0004168182,0.0004552191,0.0003932558,0.0003367885,0.001929432,0.001054319,0.0006778557,0.001549792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008574802,"about_ca_system_score_gemma":0.001904047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003566786,"about_ca_topic_score_gemma":0.007536734,"domain_scores_codex":[0.9986066,0.0005836869,0.00005844016,0.0001229132,0.0005608287,0.00006758932],"domain_scores_gemma":[0.9962423,0.001851581,0.0003675866,0.0004840146,0.000892989,0.0001615958],"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":[0.0006652892,0.001364112,0.02863553,0.0005973111,0.00009752547,0.0005814585,0.002445691,0.3579477,0.02576048,0.03172848,0.02297205,0.5272045],"study_design_scores_gemma":[0.00004919054,0.0002939609,0.003407025,0.00009383144,0.00006711089,0.0001172476,0.0008444375,0.956823,0.01153547,0.005734351,0.02096406,0.00007034516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1813534,0.0001673989,0.7438129,0.001782182,0.000306132,0.0006593962,0.0004043783,0.008248165,0.06326603],"genre_scores_gemma":[0.7889376,0.0002034465,0.1952915,0.00008751884,0.00003583104,0.0002621603,0.000309518,0.0003875876,0.01448494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01452235,"threshold_uncertainty_score":0.04858208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02056283321715841,"score_gpt":0.2974004143383224,"score_spread":0.276837581121164,"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."}}