{"id":"W2966396790","doi":"10.11159/htff19.138","title":"Prediction for Heat Loss in Reheating Furnace Due To Partition Wall Installed At Soaking Zone","year":2019,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Partition (number theory); Heat sink; Materials science; Environmental science; Metallurgy; Nuclear engineering; Mechanical engineering; Engineering; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001915304,0.0002291682,0.0003543543,0.0001340967,0.00004987566,0.00006757168,0.0001988509,0.0001053965,0.00001925595],"category_scores_gemma":[0.0000884033,0.0002037902,0.00005911457,0.0002199769,0.00001598982,0.0001466699,0.0001261399,0.0001545456,0.000002201095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281757,"about_ca_system_score_gemma":0.000005368525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003921928,"about_ca_topic_score_gemma":0.000005811623,"domain_scores_codex":[0.9988193,0.000002514581,0.0003876237,0.0002804111,0.0001777624,0.0003324071],"domain_scores_gemma":[0.9996267,0.00005853417,0.00005478677,0.0001057733,0.00007459905,0.00007960993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001840922,0.00001973432,0.00005145431,0.001082107,0.00001742889,4.555804e-7,0.00003670849,0.007141674,0.9875985,0.003496271,0.0001607678,0.0002107841],"study_design_scores_gemma":[0.0007206245,0.00005888435,0.0000412214,0.001038757,0.00001630099,0.00000890407,0.00002368319,0.03331406,0.9591274,0.0000712791,0.00535966,0.0002192561],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976064,0.00001233313,0.0000301565,0.0001607219,0.001048977,0.0005615741,0.00001528238,0.0001856828,0.0003788981],"genre_scores_gemma":[0.998412,0.00002596977,0.0008527194,0.00005878211,0.0001283654,0.0001266221,0.000004670852,0.00005520998,0.0003356367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02847115,"threshold_uncertainty_score":0.8310323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007105791193555777,"score_gpt":0.1956750378173904,"score_spread":0.1885692466238346,"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."}}