{"id":"W2095563152","doi":"10.2355/isijinternational.48.1807","title":"An Extended Model for Slag Eye Size in Ladle Metallurgy","year":2008,"lang":"en","type":"article","venue":"ISIJ International","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University Medical Centre","funders":"","keywords":"Ladle; Metallurgy; Slag (welding); Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007242341,0.0001012095,0.0001208582,0.00005612111,0.00002259488,0.00001457844,0.0002250575,0.00005519957,0.0002550685],"category_scores_gemma":[0.00002990519,0.00009577591,0.00006358502,0.00005499874,0.00001820583,0.0002361596,0.00001488881,0.00008086163,0.0000179394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004698005,"about_ca_system_score_gemma":0.00001421784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001515807,"about_ca_topic_score_gemma":0.0000463311,"domain_scores_codex":[0.9993781,0.000005095816,0.0001843631,0.0001407344,0.0001497308,0.0001419639],"domain_scores_gemma":[0.9997302,0.00004593842,0.00001911249,0.0001051251,0.00005117287,0.0000484782],"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":[0.00004003419,0.000123661,0.00003236658,0.00002333958,0.0000663152,0.00001475535,0.0002548026,0.9574606,0.004273451,0.03643285,0.00004707682,0.001230716],"study_design_scores_gemma":[0.0004096748,0.00001333777,0.0006407322,0.000004669886,0.000003483279,0.000006131593,0.000008030685,0.9852253,0.00009328906,0.01185374,0.001627645,0.0001139912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5324915,0.00007760611,0.4531278,0.0001199392,0.0003199973,0.0001157257,0.00003532851,0.0001246569,0.01358745],"genre_scores_gemma":[0.9933646,0.00005788723,0.004870588,0.0000801323,0.00009605334,0.00003790644,0.00003062106,0.00002506019,0.001437129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4608731,"threshold_uncertainty_score":0.3905628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01862426249232498,"score_gpt":0.2661308572520059,"score_spread":0.2475065947596809,"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."}}