{"id":"W4234499338","doi":"10.1007/s11663-009-9265-8","title":"Performance of a Modified Skapski Model for the Surface Tension of Liquid Metallic Elements at Their Melting-Point Temperatures","year":2009,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions B","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Dimensionless quantity; Liquid metal; Melting point; Thermodynamics; Surface tension; Metal; Yardstick; Materials science; Refractory metals; Metallurgy; Physics; Mathematics; Composite material; Geometry","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":[0.0003245452,0.0001975964,0.0004563777,0.00003021214,0.0001314738,0.00002347203,0.0001341618,0.00008679394,0.0001367071],"category_scores_gemma":[0.000006420161,0.0001199907,0.000143205,0.00009598902,0.00007012602,0.0001102744,0.000009523008,0.00007434262,8.402848e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001342736,"about_ca_system_score_gemma":0.00000897374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000868099,"about_ca_topic_score_gemma":0.000006592114,"domain_scores_codex":[0.9989505,0.00002341053,0.0005110379,0.0001735951,0.0001379003,0.0002035329],"domain_scores_gemma":[0.99953,0.00007832878,0.0000855121,0.0001769874,0.00007099002,0.00005816405],"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":[0.0003366444,0.00006710093,4.072115e-8,0.0002135364,0.000126598,3.298276e-7,0.0000865249,0.5139059,0.4845686,0.0005089667,0.000001615093,0.0001841836],"study_design_scores_gemma":[0.0004560216,0.0001788567,0.00002711659,0.00003090249,0.0001467279,0.00001111693,0.00001560556,0.918451,0.08017664,0.0002637241,0.000110233,0.000132015],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7199103,0.0004182642,0.279109,0.00004841014,0.00007694162,0.0002756124,0.00007291404,0.00003992851,0.00004868399],"genre_scores_gemma":[0.9964231,0.001562076,0.001729614,0.00002152948,0.0000145009,0.00002402609,0.00001605819,0.00001974496,0.0001894107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4045452,"threshold_uncertainty_score":0.4893079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610939837044252,"score_gpt":0.2165260283553228,"score_spread":0.2004166299848802,"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."}}