{"id":"W7007075082","doi":"","title":"Проблема десульфурації чорнового феронікелю, отриманого за технологією низького відновлення на Побузькому феронікелевому комбінаті","year":2024,"lang":"en","type":"other","venue":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","topic":"DNA and Biological Computing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ferroalloy; Flue-gas desulfurization; Ladle; Pyrometallurgy; Silicon","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001161202,0.0008519244,0.0008707741,0.0006089971,0.0005288082,0.0002662797,0.002429914,0.001045034,0.002675093],"category_scores_gemma":[0.0004538916,0.0006501275,0.000669986,0.0007757507,0.00254244,0.00003975349,0.001940869,0.0007346615,0.0007813212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001322277,"about_ca_system_score_gemma":0.000573862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003655812,"about_ca_topic_score_gemma":0.000609419,"domain_scores_codex":[0.9947166,0.0004377241,0.000697963,0.001823581,0.001452165,0.0008719131],"domain_scores_gemma":[0.9972436,0.000118816,0.0006373259,0.001049203,0.0006909454,0.0002601543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004567602,0.0004446773,0.0002527705,0.0004407089,0.0007582725,0.0001101484,0.0005621783,0.00007073974,0.02405272,0.02907312,0.9417371,0.00204086],"study_design_scores_gemma":[0.0005362665,0.0005275384,0.0002161746,0.0001866368,0.0001542341,0.00005105653,0.001379987,0.0000547861,0.002065035,0.001875941,0.992146,0.0008063172],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06858236,0.01390527,0.0005777539,0.007679468,0.006677249,0.00201394,0.002851179,0.0007977568,0.896915],"genre_scores_gemma":[0.07748505,0.0005369338,0.0007517685,0.0002175131,0.001633167,0.000006119027,0.001289927,0.0002129228,0.9178666],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05040899,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05060384426873146,"score_gpt":0.3335825094682712,"score_spread":0.2829786651995397,"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."}}