{"id":"W2078707851","doi":"10.1007/bf02736575","title":"Modeling of the dynamics of transient liquid films in ternary systems","year":2006,"lang":"en","type":"article","venue":"Journal of Phase Equilibria and Diffusion","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Isothermal process; Ternary operation; Metastability; Materials science; Relaxation (psychology); Thermodynamics; Diffusion; Ternary numeral system; Transient (computer programming); Liquid phase; Solubility; Phase (matter); Liquid liquid; Kinetics; Concentration gradient; Chemical physics; Chemistry; Physical chemistry; Chromatography; Physics; Organic chemistry","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":[0.0003469417,0.00007082641,0.0002203604,0.00008612071,0.00002544289,0.00001492758,0.0001556264,0.0000384978,0.00002334948],"category_scores_gemma":[0.00001662569,0.00004502497,0.00006547572,0.0001100907,0.00005260538,0.0001314953,0.00003717842,0.00006426953,1.943402e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002244808,"about_ca_system_score_gemma":0.00003902628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009578808,"about_ca_topic_score_gemma":0.000008457453,"domain_scores_codex":[0.9988411,0.00007247874,0.0006594361,0.00007670348,0.00025295,0.00009730999],"domain_scores_gemma":[0.9993986,0.00003089437,0.0003442494,0.0001131193,0.00007439516,0.00003874723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003287392,0.0002966633,0.0002487036,0.0000678326,0.000002042871,0.000002396203,0.0002779012,0.003851321,0.9937297,0.001137267,0.00001818566,0.00003930117],"study_design_scores_gemma":[0.002412514,0.0003928396,0.0005048987,0.0003363249,0.00002373253,0.00004217428,0.0006692478,0.9669567,0.02818938,0.0003728762,0.00002156438,0.00007779216],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962792,0.0004146425,0.002527737,0.00009751512,0.0002991639,0.00009557045,0.0000223596,0.000002802226,0.0002610346],"genre_scores_gemma":[0.9997721,0.00002950811,0.00009544317,0.000008296768,0.00004928648,8.236156e-7,0.000001795242,0.000005659382,0.00003709822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9655403,"threshold_uncertainty_score":0.1836065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278886690449792,"score_gpt":0.2488168392444393,"score_spread":0.2360279723399414,"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."}}