{"id":"W3013304191","doi":"10.1002/aic.16977","title":"Quantitative distinction of thermodynamic soluble and miscible states","year":2020,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Solubility; Thermodynamics; Ternary operation; Hildebrand solubility parameter; Chemistry; Binary number; Work (physics); Flory–Huggins solution theory; Organic chemistry; Mathematics; Physics; Polymer","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":[0.00008275011,0.00007483522,0.0001191373,0.00002801835,0.0000365554,0.00002261057,0.00006088664,0.00002811629,0.00004403934],"category_scores_gemma":[0.00001932229,0.00006577711,0.00003124727,0.00008155367,0.00003096417,0.0001475072,0.00001497631,0.0001528169,0.00000470751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001673459,"about_ca_system_score_gemma":0.000012107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003910992,"about_ca_topic_score_gemma":0.000003989855,"domain_scores_codex":[0.9995766,0.00001829763,0.0001540422,0.00005759708,0.00008120907,0.0001123069],"domain_scores_gemma":[0.9997591,0.00003931613,0.00004459448,0.00004268079,0.00002804775,0.00008624145],"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":[0.0002040586,0.00005461875,0.00200664,0.0002054794,0.0003677299,0.00002902456,0.004863314,0.0530584,0.9287575,0.003194056,0.001382047,0.00587706],"study_design_scores_gemma":[0.0003836983,0.0001541016,0.001320254,0.00002162401,0.00002518403,0.00003311306,0.0003050452,0.9908681,0.002505477,0.003977995,0.0003097604,0.00009563167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670385,0.0005421066,0.0306304,0.000208554,0.0001550438,0.00003327843,0.000007524594,0.00004108646,0.001343549],"genre_scores_gemma":[0.9988938,0.0002584408,0.0007302121,0.00002396961,0.00005468755,5.969416e-7,0.000003624319,0.00001702214,0.00001765906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9378097,"threshold_uncertainty_score":0.2682313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551294261494868,"score_gpt":0.223796557847789,"score_spread":0.2082836152328404,"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."}}