{"id":"W4313505949","doi":"10.1007/978-3-031-17425-4_94","title":"Imaging the Remaining Refractory Lining in Operating Furnaces","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Engineering Diagnostics and Reliability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Refractory (planetary science); Medicine; Forensic engineering; Geology; Materials science; Metallurgy; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005849347,0.0003317511,0.0003213565,0.000169967,0.00007725645,0.00008675134,0.0002549897,0.0001986399,0.00008568687],"category_scores_gemma":[0.0002042977,0.000250567,0.0000968612,0.0000609078,0.00004601235,0.00006772143,0.0001053328,0.001126443,0.0001188117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001158174,"about_ca_system_score_gemma":0.000025455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001469188,"about_ca_topic_score_gemma":0.000072865,"domain_scores_codex":[0.9987273,0.000008472961,0.0004716552,0.0002724791,0.0002000986,0.0003200101],"domain_scores_gemma":[0.9987395,0.0007354108,0.0000429721,0.000392044,0.00003538558,0.00005471837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002624842,0.00001309436,0.001292492,0.0007489705,0.0002108349,0.0003946237,0.001906726,0.8576497,0.0003564091,0.09247316,0.005879884,0.03907152],"study_design_scores_gemma":[0.0006014064,0.00005233962,0.002201669,0.005787396,0.0001114122,0.00003406785,0.0005906409,0.6135505,0.0001408754,0.0121078,0.3622041,0.002617806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009351548,0.002908459,0.00137442,0.0001762919,0.002225424,0.0002932147,0.00001129107,0.00130195,0.9907738],"genre_scores_gemma":[0.4317435,0.01336883,0.009938428,0.0004131001,0.003310256,0.000133889,0.0001141875,0.001698169,0.5392796],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4514942,"threshold_uncertainty_score":0.9999946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01273909162278581,"score_gpt":0.2130483232394401,"score_spread":0.2003092316166543,"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."}}