{"id":"W2155538261","doi":"10.11311/jscta1974.30.54","title":"Mixing Schemes in Binary Aqueous Solutions of Non-electrolytes","year":2003,"lang":"en","type":"article","venue":"Netsu sokutei","topic":"Thermodynamic properties of mixtures","field":"Chemical Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mixing (physics); Binary number; Aqueous solution; Electrolyte; Materials science; Chemical engineering; Chemistry; Physics; Physical chemistry; Mathematics; Engineering; Electrode; Arithmetic","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":[0.0003490208,0.0002730958,0.0002435106,0.0004526262,0.0003638852,0.0005002457,0.0002974714,0.0002900262,0.001182507],"category_scores_gemma":[0.0007100577,0.000185287,0.000146734,0.000298011,0.0002777602,0.0007215762,0.0004555271,0.0003731169,0.0002363796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000263976,"about_ca_system_score_gemma":0.0001870174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001557805,"about_ca_topic_score_gemma":0.0002233644,"domain_scores_codex":[0.9997925,0.00004599147,0.00002704313,0.0000478326,0.00006154838,0.00002506931],"domain_scores_gemma":[0.999848,0.00004382056,0.00003344838,0.00001926486,0.00003372731,0.00002169525],"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":[0.0006112889,0.00008125226,0.0008631503,0.000274471,0.00001713039,0.00008712996,0.0001894109,0.003214386,0.941182,0.03519502,0.0002863821,0.01799842],"study_design_scores_gemma":[0.00005146629,0.0002173652,0.001034245,0.00001911152,0.00003099817,0.00008270254,0.00004072813,0.04502433,0.9447747,0.003967082,0.004736416,0.00002079757],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446058,0.001867481,0.04518025,0.0002225195,0.0002051634,0.00007977464,0.0001546351,0.000131968,0.007552335],"genre_scores_gemma":[0.9807263,0.0004963705,0.01513484,0.00004201029,0.00002483344,0.00004180981,0.0001028547,0.00002858843,0.003402511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001182507,"threshold_uncertainty_score":0.003955841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008947745531369929,"score_gpt":0.211491175852679,"score_spread":0.2025434303213091,"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."}}