{"id":"W2273343032","doi":"10.25916/sut.26285800","title":"Nitrogen removal from steel by DRI fines injection","year":2005,"lang":"en","type":"article","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Nitrogen; Waste management; Metallurgy; Work (physics); Carbon fibers; Environmental science; Carbon steel; Materials science; Chemistry; Engineering; Composite material; Mechanical engineering; Corrosion","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004556461,0.0002564811,0.0004207767,0.0008274631,0.000247368,0.00002633019,0.0009555486,0.0005137305,0.001052041],"category_scores_gemma":[0.0001196643,0.0002806793,0.0001510576,0.001455807,0.0005073912,0.0003351681,0.0003336244,0.001016765,0.0001512342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002782315,"about_ca_system_score_gemma":0.00006468161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003638596,"about_ca_topic_score_gemma":0.0001901613,"domain_scores_codex":[0.9980023,0.00005658752,0.0002801273,0.0004420686,0.0005544532,0.0006644985],"domain_scores_gemma":[0.9987578,0.0001105596,0.00006678834,0.0005992408,0.0003047974,0.0001607606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008229727,0.001433548,0.003338911,0.0005160397,0.002367788,0.0006584145,0.001123157,0.02991545,0.4353457,0.01731529,0.09667502,0.4104877],"study_design_scores_gemma":[0.003205518,0.000505045,0.0003974447,0.0002032287,0.0001242782,0.0000749021,0.002590657,0.2139323,0.03223994,0.03048839,0.715246,0.0009922917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710194,0.003689287,0.007661618,0.00138368,0.00009361392,0.0002994698,0.00008504413,0.0007627506,0.01500515],"genre_scores_gemma":[0.9921756,0.001369151,0.004082605,0.000009637795,0.0001027624,0.000001361607,0.00005158604,0.0000411872,0.002166077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.618571,"threshold_uncertainty_score":0.9999645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01338336803866495,"score_gpt":0.2321806313382877,"score_spread":0.2187972632996228,"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."}}