{"id":"W3194646877","doi":"10.1021/acs.langmuir.1c01274","title":"Phase Separation of an Evaporating Ternary Solution in a Hele-Shaw Cell","year":2021,"lang":"en","type":"article","venue":"Langmuir","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"H2020 European Research Council; Natural Sciences and Engineering Research Council of Canada; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Canada Research Chairs","keywords":"Ternary operation; Instability; Nucleation; Marangoni effect; Evaporation; Thermodynamics; Separation process; Chemistry; Hele-Shaw flow; Viscous fingering; Phase (matter); Work (physics); Materials science; Chemical physics; Chemical engineering; Chromatography; Surface tension; Porous medium; Mechanics; Organic chemistry; Physics; Reynolds number","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002439666,0.0002712549,0.0005968923,0.000267692,0.0003625253,0.0007557869,0.0004131765,0.0004521701,0.0007065925],"category_scores_gemma":[0.0005744012,0.000167673,0.0003011832,0.0002502543,0.0005920914,0.0006463015,0.0006097581,0.000470646,0.0002107108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005546218,"about_ca_system_score_gemma":0.0007034064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352645,"about_ca_topic_score_gemma":0.0009270717,"domain_scores_codex":[0.9997944,0.00002181036,0.00001387736,0.00004520759,0.00008071178,0.00004402068],"domain_scores_gemma":[0.9997564,0.00009717231,0.00005214341,0.00001585511,0.00004864418,0.00002973596],"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":[0.00009702027,0.00003588463,0.0008033347,0.0001369762,0.00002076962,0.0002357488,0.0001402964,0.00833065,0.9811966,0.004913558,0.00009709765,0.003991987],"study_design_scores_gemma":[0.0000490491,0.0001926016,0.001166829,0.00001087749,0.00002240594,0.0001310777,0.00009237538,0.08939829,0.9055518,0.001062902,0.002291569,0.00003021848],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635684,0.0006775668,0.03291018,0.0001183548,0.00004667379,0.00005188383,0.0001000858,0.00006983837,0.00245699],"genre_scores_gemma":[0.9829983,0.0005316612,0.01404174,0.00008421092,0.0000242946,0.00006198686,0.0001294067,0.00001788926,0.002110663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001352645,"threshold_uncertainty_score":0.004024088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009356160254519666,"score_gpt":0.2589922818616777,"score_spread":0.249636121607158,"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."}}