{"id":"W4388599038","doi":"10.1016/j.cplett.2023.140961","title":"Study on the continuum formation pathway and formation mechanism of slag phase in cohesive zone","year":2023,"lang":"en","type":"article","venue":"Chemical Physics Letters","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"China National Funds for Distinguished Young Scientists; RWTH Aachen University; China Scholarship Council","keywords":"Slag (welding); Phase (matter); Diffusion; Materials science; Mechanism (biology); Metallurgy; Mineralogy; Chemistry; Thermodynamics","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":[0.00008322981,0.0001532345,0.0001889089,0.0003766553,0.0005140986,0.0002970822,0.0003660114,0.0001854947,0.001152433],"category_scores_gemma":[0.0001521876,0.0001090266,0.000218798,0.0002834001,0.0003845305,0.0006475186,0.0002655572,0.0002827427,0.00008271354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002969582,"about_ca_system_score_gemma":0.0003082184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001724946,"about_ca_topic_score_gemma":0.001035919,"domain_scores_codex":[0.9999487,0.000004419733,0.000001117004,0.00001266818,0.00001798042,0.00001515305],"domain_scores_gemma":[0.9999508,0.00001579312,0.000008698278,0.000005539053,0.00001162431,0.000007539444],"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":[0.0004460653,0.0001419345,0.01395558,0.000504229,0.00004240601,0.0008688201,0.0007537194,0.01846655,0.9066068,0.04366843,0.0005045917,0.01404093],"study_design_scores_gemma":[0.000106099,0.0007525749,0.03880183,0.00004119126,0.00006815297,0.0007231146,0.001467106,0.3064982,0.6235054,0.02139459,0.00657176,0.00007000998],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991006,0.000836927,0.005157526,0.00008191825,0.00001367975,0.00001221939,0.00004216617,0.00003244164,0.002817092],"genre_scores_gemma":[0.9987013,0.0001406329,0.0007171651,0.00000583658,0.000002317713,0.000003307895,0.00002002056,0.000003309788,0.0004060625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001724946,"threshold_uncertainty_score":0.003855228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01785413220447014,"score_gpt":0.222590442058701,"score_spread":0.2047363098542309,"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."}}