{"id":"W4390839560","doi":"10.1007/s12540-023-01608-2","title":"Viscosity and Structure Studies of Iron-Based Quaternary Melts: The Effect of S","year":2024,"lang":"en","type":"article","venue":"Metals and Materials International","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Viscosity; Materials science; Phase (matter); Volume (thermodynamics); Thermodynamics; Reduced viscosity; Chemistry; Organic chemistry; Composite material","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":[0.0002007386,0.00008681457,0.0001992503,0.00003067149,0.00001360982,0.00003036906,0.00007060455,0.00002635419,0.00009610898],"category_scores_gemma":[0.00002393184,0.00004564234,0.00002629261,0.00002431153,0.0000725352,0.00004896442,0.00003783842,0.00003061574,4.854682e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005341825,"about_ca_system_score_gemma":0.00000240048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001125936,"about_ca_topic_score_gemma":0.000002069476,"domain_scores_codex":[0.9995778,0.00002867387,0.0001707097,0.00007893877,0.00009576674,0.00004806766],"domain_scores_gemma":[0.9997511,0.0001377529,0.00002785704,0.00005218046,0.00001923935,0.00001187725],"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":[0.000135583,0.00001051028,0.0000950606,0.004774608,0.001097053,0.000009917376,0.0002837498,0.0065063,0.9712486,0.01135664,0.00005109161,0.004430909],"study_design_scores_gemma":[0.0005097518,0.0001952201,0.00131428,0.0003420167,0.0002160278,0.00001872835,0.00003642214,0.1989982,0.7929224,0.004428288,0.0008394361,0.0001793068],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935573,0.00430824,0.001066252,0.00005757225,0.0006910228,0.00007190931,0.0001390451,0.00002028612,0.00008841081],"genre_scores_gemma":[0.999407,0.000405682,0.00009069722,0.000006449095,0.00004901746,0.000004752743,0.00000995945,0.000008567713,0.00001786815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1924919,"threshold_uncertainty_score":0.186124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007137156316408879,"score_gpt":0.2557073511331822,"score_spread":0.2485701948167733,"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."}}