{"id":"W2891759345","doi":"10.1007/978-3-319-95022-8_83","title":"Iron Segregation Roasting Processes","year":2018,"lang":"en","type":"book-chapter","venue":"˜The œminerals, metals & materials series","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Roasting; Mill scale; Metallurgy; Beneficiation; Electric arc furnace; Magnetite; Oxide; Rutile; Materials science; Pyrometallurgy; Iron oxide; Volatilisation; Metal; Direct reduced iron; Iron ore; Chemistry; Smelting","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":[0.0004857395,0.0008740639,0.0009602519,0.0001687731,0.000295052,0.0005518639,0.0005242172,0.0004491485,0.002985447],"category_scores_gemma":[0.00007623526,0.0006645233,0.0001177388,0.00009165518,0.0002712517,0.000537064,0.0001471066,0.0002395258,0.0006235402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006664838,"about_ca_system_score_gemma":0.00008754604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002399369,"about_ca_topic_score_gemma":0.0002241955,"domain_scores_codex":[0.9975769,0.00004950563,0.0008874855,0.0005027133,0.000453172,0.0005302405],"domain_scores_gemma":[0.9985287,0.00009483249,0.0004015338,0.0006025538,0.0002934952,0.00007888177],"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":[0.0004643018,0.00007487519,0.00000490289,0.03096319,0.001419252,0.0001208743,0.006346072,0.002762908,0.7454256,0.1280713,0.07965208,0.004694656],"study_design_scores_gemma":[0.0002253153,0.0001180012,0.000007816783,0.0008130731,0.0003480233,0.0001105847,0.00009214286,0.0000330086,0.1184393,0.007903459,0.870738,0.00117125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04206415,0.01257332,0.0004784818,0.0003255134,0.00903965,0.00194993,0.0008464215,0.003511022,0.9292115],"genre_scores_gemma":[0.1396054,0.001124509,0.0006750635,0.0001386691,0.002138226,0.0001256059,0.0003388666,0.0003934542,0.8554602],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.791086,"threshold_uncertainty_score":0.9995806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01892715639013283,"score_gpt":0.2157179243452725,"score_spread":0.1967907679551397,"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."}}