{"id":"W4400789325","doi":"10.1007/978-3-031-60920-6_10","title":"Solving the Clogging Problem for an Iron Ore Storage Bin in the Direct Reduction of Iron Process: An Experimental Approach","year":2024,"lang":"en","type":"book-chapter","venue":"Advanced structured materials","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; University of Prince Edward Island","funders":"","keywords":"Bin; Clogging; Reduction (mathematics); Iron ore; Process (computing); Process engineering; Metallurgy; Materials science; Computer science; Engineering; Mathematics; Algorithm; Geography","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":[0.0004419247,0.0003059648,0.0003225557,0.00006764102,0.0001436955,0.00009779228,0.0003567606,0.0001743133,0.0003621589],"category_scores_gemma":[0.000009101604,0.0001909857,0.00005413345,0.00005405506,0.0001616108,0.0004107014,0.00005010742,0.0001413245,0.0000029966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001239689,"about_ca_system_score_gemma":0.00001367238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000395269,"about_ca_topic_score_gemma":0.00004388969,"domain_scores_codex":[0.9984162,0.00008064762,0.0004916106,0.0005198637,0.00029794,0.0001936837],"domain_scores_gemma":[0.9992186,0.00002136374,0.0003367101,0.0003758946,0.00001497424,0.00003242182],"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":[0.00009603207,0.00002670035,7.47872e-7,0.0001566344,0.000005245866,6.812238e-7,0.005901151,0.003002165,0.9811122,0.00829231,0.000212448,0.00119367],"study_design_scores_gemma":[0.0004827693,0.0006324882,0.00004633697,0.0001741361,0.00006679817,0.00003279338,0.002776617,0.0004740981,0.9152709,0.07211459,0.007243616,0.0006848573],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8519902,0.0006539121,0.0005926134,0.000153262,0.001072878,0.008931368,0.0005245191,0.00044447,0.1356367],"genre_scores_gemma":[0.9855587,0.00003497066,0.006348428,0.00006107851,0.0001597158,0.0005246156,0.0004522594,0.00007158024,0.006788664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1335684,"threshold_uncertainty_score":0.778817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01865895135154802,"score_gpt":0.2920721984284204,"score_spread":0.2734132470768723,"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."}}