{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001234933,0.0005083214,0.0004713275,0.002279762,0.0004095714,0.001411898,0.0005439545,0.0004742919,0.001784616],"category_scores_gemma":[0.002633485,0.0002620701,0.0002573195,0.0007263999,0.001982213,0.002009471,0.0008389661,0.0005680351,0.0002447391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005011172,"about_ca_system_score_gemma":0.0003576059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003438296,"about_ca_topic_score_gemma":0.0003381351,"domain_scores_codex":[0.9990751,0.0001668566,0.00006298058,0.0001908413,0.0004267016,0.00007746448],"domain_scores_gemma":[0.9989041,0.000524115,0.0002460926,0.00008124083,0.0002024735,0.00004199096],"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":[0.000366449,0.0001161006,0.005931868,0.0009815951,0.00008780412,0.0002794752,0.0004874614,0.04402643,0.513791,0.3924803,0.001006541,0.04044499],"study_design_scores_gemma":[0.00002807303,0.0002362045,0.006255121,0.00008759385,0.00007143436,0.0003526657,0.0003319411,0.2607569,0.5687076,0.1542545,0.008778255,0.0001397749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.69606,0.005683004,0.2778832,0.0002408047,0.00009228808,0.00008935983,0.0004998493,0.0003382693,0.01911333],"genre_scores_gemma":[0.9863142,0.000415306,0.01236896,0.00002920609,0.00001907382,0.00003967935,0.0001274302,0.00002783215,0.0006583165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002279762,"threshold_uncertainty_score":0.00653106,"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."}}