{"id":"W2083146322","doi":"10.1016/j.cis.2007.04.020","title":"Recent advances on thermocapillary flows and interfacial conditions during the evaporation of liquids","year":2007,"lang":"en","type":"article","venue":"Advances in Colloid and Interface Science","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Marangoni effect; Convection; Evaporation; Thermodynamics; Chemistry; Flow (mathematics); Liquid water; Mechanics; Physics","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":[0.0004037198,0.00009703989,0.0001032158,0.0001139396,0.0001341196,0.0000312503,0.000158915,0.00002587186,0.00001093761],"category_scores_gemma":[0.0000523007,0.00007196268,0.00001068115,0.0003653666,0.0004039293,0.0005847482,0.00005372988,0.0001191886,0.000001119087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005176507,"about_ca_system_score_gemma":0.00001270648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002442509,"about_ca_topic_score_gemma":0.0001524014,"domain_scores_codex":[0.999267,0.00000909977,0.0002075014,0.0001756665,0.0001586925,0.000181995],"domain_scores_gemma":[0.999705,0.00005788463,0.00003519288,0.0001189506,0.00004398905,0.00003896697],"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":[0.0001364856,0.00004528286,0.001951997,0.0001075196,0.000008149664,0.00000197397,0.002174126,0.08695778,0.8459318,0.006600204,0.00001257417,0.05607205],"study_design_scores_gemma":[0.001118342,0.0008036096,0.02380373,0.000578903,0.0000109389,0.00003595317,0.003095619,0.2622943,0.6753107,0.003618436,0.02869661,0.0006328806],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804813,0.01366516,0.0007215686,0.00003855095,0.0005536414,0.000142801,0.000008367885,0.00002464979,0.004364006],"genre_scores_gemma":[0.979416,0.02032808,0.0001766494,0.00001929912,0.0000184399,0.000005665906,6.319185e-7,0.000006108594,0.00002910776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1753365,"threshold_uncertainty_score":0.2934553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004059700230590373,"score_gpt":0.2544949741346308,"score_spread":0.2504352739040405,"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."}}