{"id":"W4224304163","doi":"10.3390/met12050707","title":"Coarsening Mechanisms of CaS Inclusions in Ca-Treated Steels","year":2022,"lang":"en","type":"article","venue":"Metals","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; ArcelorMittal; McMaster University","keywords":"Diffusion; Materials science; Particle (ecology); Growth rate; Metallurgy; Thermodynamics; Chemistry; Mathematics; Physics; Geology; Geometry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002191117,0.0002513669,0.0002957752,0.0008072013,0.0003158546,0.000367278,0.0003000079,0.0003278046,0.0005618979],"category_scores_gemma":[0.0004711784,0.0002144532,0.0003399845,0.0003039672,0.0004648387,0.0004108858,0.0001664425,0.0002874586,0.0001124484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006594145,"about_ca_system_score_gemma":0.0003102994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007111459,"about_ca_topic_score_gemma":0.009740653,"domain_scores_codex":[0.999656,0.00001866083,0.00002521815,0.0001031014,0.0001486946,0.00004824417],"domain_scores_gemma":[0.9996624,0.0000777381,0.00008407273,0.00003117644,0.0001254813,0.00001923003],"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":[0.0001314012,0.000009852432,0.003799754,0.00008423114,0.00001677217,0.0001801985,0.0001758108,0.002034942,0.9906737,0.0001986604,0.00002498328,0.002669607],"study_design_scores_gemma":[0.000006397616,0.0001113466,0.03774103,0.000007901102,0.0000209537,0.0001425291,0.0001288984,0.01345152,0.9473103,0.0001130576,0.0009473869,0.00001847807],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962812,0.0004566807,0.00258689,0.000008504118,0.000005521226,0.00001520161,0.00009713264,0.00003542072,0.0005134968],"genre_scores_gemma":[0.9979984,0.0001344547,0.001346867,0.000003832068,0.000002039161,0.000005620326,0.00008845249,0.000008016086,0.0004123126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007111459,"threshold_uncertainty_score":0.01414013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209970942418363,"score_gpt":0.2230083576019359,"score_spread":0.2109086481777523,"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."}}