{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009205929,0.0001542871,0.000175348,0.00008803388,0.000189195,0.00007445351,0.0001827336,0.00006223164,0.001433979],"category_scores_gemma":[0.00003669151,0.0001551373,0.00009114017,0.00009620836,0.0000178698,0.00005581604,0.000102678,0.0001009188,0.0002671448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000601376,"about_ca_system_score_gemma":0.000005221153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004439251,"about_ca_topic_score_gemma":0.00001215053,"domain_scores_codex":[0.9985512,0.00002322108,0.0003353935,0.0003614922,0.0001644407,0.0005642325],"domain_scores_gemma":[0.9994382,0.00009792977,0.00003711545,0.0003229583,0.00004674697,0.00005708126],"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":[0.0004078251,0.0002643998,0.0005867087,0.0002338711,0.0005000464,0.000219153,0.006468085,0.004862847,0.001622781,0.6592706,0.04810975,0.2774539],"study_design_scores_gemma":[0.01087739,0.001453282,0.001036268,0.0006657322,0.0004724945,0.00007206443,0.1392297,0.1507314,0.0008957974,0.03228977,0.6594536,0.002822597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2654458,0.00009410542,0.2271536,0.0007226485,0.0008477576,0.001034423,0.000007090075,0.0001486298,0.504546],"genre_scores_gemma":[0.9270534,0.000006207507,0.02457955,0.001203003,0.0002005793,0.0001525366,0.000009187069,0.00003206737,0.04676348],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6616076,"threshold_uncertainty_score":0.9994788,"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."}}