{"id":"W2017323070","doi":"10.2298/jmmb121220017c","title":"Progress in the kinetics of slag-metal-gas reactions, past present and future","year":2013,"lang":"en","type":"article","venue":"Journal of Mining and Metallurgy Section B Metallurgy","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Slag (welding); Work (physics); Chemistry; Engineering; Metallurgy; Materials science; 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":[0.006300888,0.0008436952,0.001461159,0.001410024,0.0008108137,0.003454423,0.001527989,0.001457532,0.004919601],"category_scores_gemma":[0.003885611,0.0009466065,0.0009610037,0.001475161,0.001926807,0.01375992,0.001172787,0.002854519,0.002189029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00273591,"about_ca_system_score_gemma":0.002005581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002727716,"about_ca_topic_score_gemma":0.002463116,"domain_scores_codex":[0.9986869,0.0002607754,0.0001359384,0.0003771125,0.0004010343,0.0001382269],"domain_scores_gemma":[0.9973758,0.001378407,0.0002932711,0.0002728964,0.0005405524,0.0001390741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001544363,0.0007385187,0.005911421,0.02000734,0.0002352562,0.0004686739,0.00179416,0.01748196,0.09407835,0.1571431,0.01589166,0.6847051],"study_design_scores_gemma":[0.00004065889,0.0007219082,0.004573831,0.001761073,0.0001822316,0.001146998,0.001374143,0.02281497,0.1768568,0.05801651,0.7322016,0.0003093643],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02883905,0.9077408,0.02446706,0.009456377,0.001236533,0.00002525613,0.0002878539,0.0003133188,0.02763375],"genre_scores_gemma":[0.1986086,0.7711819,0.0168914,0.0009597667,0.001271893,0.00003773887,0.0003624306,0.000192541,0.01049374],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006300888,"threshold_uncertainty_score":0.03332263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008455363742807212,"score_gpt":0.2136779635426558,"score_spread":0.2052225997998485,"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."}}