{"id":"W1969798908","doi":"10.1520/jai101308","title":"Optimization of Energy Utilization and Productivity of Heat Treating Batch-Type Furnaces","year":2008,"lang":"en","type":"article","venue":"Journal of ASTM International","topic":"Radiative Heat Transfer Studies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Productivity; Materials science; Process engineering; Heat energy; Energy (signal processing); Environmental science; Waste management; Nuclear engineering; Engineering; Economics; Mathematics; Statistics","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":[0.0004928981,0.0004014933,0.0005308889,0.0004186586,0.0003611706,0.0006338753,0.0005798065,0.000543629,0.0009002789],"category_scores_gemma":[0.0009030294,0.0002676382,0.0004765942,0.0004438626,0.0003381892,0.0003658778,0.0002199687,0.0003525643,0.0002095613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001122395,"about_ca_system_score_gemma":0.0006198744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004776222,"about_ca_topic_score_gemma":0.004763955,"domain_scores_codex":[0.9998077,0.00003703478,0.00001150942,0.00003314844,0.00007850491,0.00003213825],"domain_scores_gemma":[0.9996589,0.0001909571,0.00004044629,0.00003663894,0.00005336167,0.00001970225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000586191,0.000242021,0.00414203,0.0001187117,0.00001973308,0.0000636892,0.00003120133,0.849817,0.1329479,0.0003330607,0.0001552607,0.0115432],"study_design_scores_gemma":[0.00004370518,0.0005315091,0.003605141,0.000005703827,0.00001315833,0.0000173164,0.00003067861,0.8761088,0.1191192,0.0002093023,0.0003015154,0.00001387832],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763841,0.0001322296,0.02121808,0.00003686309,0.000008157553,0.00004552565,0.0001221569,0.0001473369,0.001905511],"genre_scores_gemma":[0.9953875,0.00004101093,0.004052019,0.000002331115,7.509616e-7,0.00001684918,0.00005205719,0.000009412627,0.0004380389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004776222,"threshold_uncertainty_score":0.009496808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524470355569297,"score_gpt":0.2396143003002722,"score_spread":0.2143695967445792,"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."}}