{"id":"W2418808226","doi":"10.1021/acs.langmuir.5b01960","title":"Concentration Field Evolution during the Drying of a Thin Polymer Solution Film near the Contact Line","year":2015,"lang":"en","type":"article","venue":"Langmuir","topic":"Nanomaterials and Printing Technologies","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Capillary action; Evaporation; Meniscus; Aqueous solution; Polymer; Contact angle; Vinyl alcohol; Materials science; Analytical Chemistry (journal); Confocal laser scanning microscopy; Optical microscope; Chemistry; Optics; Composite material; Chromatography; Scanning electron microscope; Thermodynamics","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":[0.0002593582,0.0003840947,0.0004809576,0.0004129117,0.0003580285,0.0004054663,0.0003018939,0.0004452182,0.001563428],"category_scores_gemma":[0.0005472653,0.0001891717,0.0002316657,0.00036142,0.0004010591,0.0004405712,0.0002181391,0.0006707323,0.0003078402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003615316,"about_ca_system_score_gemma":0.0002290033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157808,"about_ca_topic_score_gemma":0.0009119066,"domain_scores_codex":[0.9997813,0.00001616999,0.000008548657,0.00006249958,0.00008030012,0.00005117048],"domain_scores_gemma":[0.9993973,0.0002584002,0.0001267009,0.00004076568,0.0001312796,0.00004565138],"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":[0.00007953619,0.00001401731,0.0002481942,0.00002873323,0.00000344438,0.00009160175,0.00006123001,0.00009563796,0.9978312,0.00002185531,0.00001925442,0.001505277],"study_design_scores_gemma":[0.000007829941,0.0002198299,0.004081418,0.000004567557,0.000008292305,0.00008830907,0.00005643841,0.00110428,0.9940948,0.00001511776,0.0003095177,0.000009603056],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995783,0.0004132309,0.002625591,0.00003187552,0.00001243234,0.00002189598,0.0001515731,0.00007839668,0.0008819635],"genre_scores_gemma":[0.995552,0.000357886,0.002783163,0.00003490529,0.00001157457,0.00002757186,0.000147424,0.00003626717,0.00104908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001563428,"threshold_uncertainty_score":0.005230188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01315968063217827,"score_gpt":0.210574154950003,"score_spread":0.1974144743178247,"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."}}