{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002619954,0.0000967252,0.0002415,0.0001093119,0.00005871632,0.000005550144,0.0001406298,0.00002870239,0.001144458],"category_scores_gemma":[0.0000168742,0.0000904794,0.00005807784,0.0003432806,0.00001046554,0.00004730584,0.0001599423,0.0001497927,0.00001113352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006407451,"about_ca_system_score_gemma":0.000008983723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009436835,"about_ca_topic_score_gemma":0.00006014057,"domain_scores_codex":[0.9992732,0.00004428406,0.0002496452,0.000103996,0.0001750751,0.0001537601],"domain_scores_gemma":[0.9997267,0.0000490477,0.00003522644,0.0001386969,0.00001391316,0.00003642785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009865603,0.00006464483,0.00001705321,0.00006958981,0.00006816195,0.00004520069,0.0003813841,0.9048324,0.07849859,0.01504305,0.00002258278,0.0009475049],"study_design_scores_gemma":[0.0004081497,0.00004778789,0.0001266927,0.00001254201,0.00003489179,0.00001551421,0.000238226,0.9727243,0.01304136,0.01018754,0.002969718,0.0001933014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954267,0.0004437614,0.03662232,0.0000276449,0.0001343087,0.0001563768,0.00004629478,0.0000878346,0.008214469],"genre_scores_gemma":[0.9988183,0.00001603387,0.0007846112,0.00002099081,0.000006201721,0.00002850879,0.00001724903,0.00002266666,0.0002854217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0678919,"threshold_uncertainty_score":0.9997686,"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."}}