{"id":"W4412195678","doi":"10.1088/1742-6596/3050/1/012011","title":"Using a Novel Scaled Injector to Evaluate Biocarbon for Slag Foaming in EAF Steelmaking","year":2025,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Forming Technologies (Canada); Natural Resources Canada","funders":"","keywords":"Steelmaking; Injector; Slag (welding); Environmental science; Materials science; Metallurgy; Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000709946,0.0003701775,0.0003183967,0.0005042105,0.0004190475,0.0005403831,0.0004105956,0.0006725486,0.001658035],"category_scores_gemma":[0.0007151244,0.0001750834,0.0003939173,0.00027562,0.0005579468,0.0005302545,0.0003635114,0.0005484353,0.0003168943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005008371,"about_ca_system_score_gemma":0.000415508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001169866,"about_ca_topic_score_gemma":0.001650551,"domain_scores_codex":[0.9996754,0.00003568213,0.00002347465,0.0000637544,0.0001629198,0.00003879347],"domain_scores_gemma":[0.999673,0.0001018369,0.00005313041,0.00004376302,0.0000969563,0.00003123888],"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":[0.0002939156,0.0002090137,0.002501936,0.0001345689,0.000008757016,0.00008251989,0.00008968861,0.001752207,0.9870531,0.0002666771,0.00009281962,0.007514809],"study_design_scores_gemma":[0.00002250392,0.0007035708,0.003537759,0.00001177215,0.00001312654,0.00004020965,0.00005840747,0.01161488,0.9828728,0.00007971114,0.001028054,0.00001722988],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737515,0.000448592,0.02297867,0.00007811137,0.0000692877,0.0002365815,0.000532543,0.0006257569,0.001279015],"genre_scores_gemma":[0.9877639,0.0001410292,0.01134596,0.00002611524,0.000007055503,0.00007765574,0.000122204,0.00002946611,0.0004865805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001658035,"threshold_uncertainty_score":0.005546629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0498221464138695,"score_gpt":0.3073264725102061,"score_spread":0.2575043260963366,"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."}}