{"id":"W4409500271","doi":"10.5006/c2024-20850","title":"Advanced Crack Inspection Technology for Coke Drums","year":2024,"lang":"en","type":"article","venue":"","topic":"Coal and Coke Industries Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Coke; Computer science; Engineering; Forensic engineering; Waste management","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":[],"consensus_categories":[],"category_scores_codex":[0.00005206741,0.00006674943,0.00007519979,0.000170441,0.00008128845,0.00004636362,0.0001048517,0.0001242385,0.0007964152],"category_scores_gemma":[0.00006359923,0.00005324109,0.00004365877,0.0004942789,0.00005326817,0.0000840615,0.00005332087,0.0001662684,0.0003809036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006329738,"about_ca_system_score_gemma":0.00004547834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001490869,"about_ca_topic_score_gemma":0.000429184,"domain_scores_codex":[0.9993877,0.00000579615,0.0001001449,0.0001965699,0.00009454104,0.0002152448],"domain_scores_gemma":[0.9996949,0.00006635212,0.000006412065,0.0001397217,0.00006063656,0.00003191012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003325823,0.00001677229,0.00004699862,0.00002221697,0.00001980584,0.00000759854,0.00001957984,0.00009494169,0.005968809,0.3135458,0.01527544,0.6649488],"study_design_scores_gemma":[0.0001581049,0.0001370129,0.00003299411,0.00001493054,0.000003647231,0.00000825986,0.0002766914,0.003959779,0.03441565,0.02027698,0.9406366,0.00007933734],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2924705,0.001909104,0.01255076,0.0353206,0.001901827,0.0007996248,0.00002381327,0.004890403,0.6501334],"genre_scores_gemma":[0.9030603,0.00004618221,0.0002828228,0.00005477828,0.000157374,0.0001413109,0.000008322796,0.00001592855,0.09623294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9253612,"threshold_uncertainty_score":0.8720188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109877217276085,"score_gpt":0.3162800788806129,"score_spread":0.295181306707852,"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."}}