{"id":"W3092254129","doi":"10.1039/d0ra07554j","title":"Interaction of synthetic and lignin-based sulfonated polymers with hydrophilic, hydrophobic, and charged self-assembled monolayers","year":2020,"lang":"en","type":"article","venue":"RSC Advances","topic":"Molecular Junctions and Nanostructures","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; Thunder Bay Regional Research Institute","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Northern Ontario Heritage Fund Corporation; Ontario Research Foundation","keywords":"Quartz crystal microbalance; Monolayer; X-ray photoelectron spectroscopy; Polymer; Methacrylate; Adsorption; Solubility; Polymer chemistry; Contact angle; Chemical engineering; Chemistry; Methyl methacrylate; Vinyl alcohol; Lignin; Materials science; Organic chemistry; Polymerization; Nanotechnology","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":[0.0003087778,0.000390154,0.0001736041,0.0001683748,0.0001768309,0.000188619,0.0002587353,0.0002927827,0.0007491165],"category_scores_gemma":[0.0004020586,0.0001082209,0.0002068465,0.0002071522,0.0002224535,0.0002808987,0.0001884141,0.0003104024,0.0001325914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000189501,"about_ca_system_score_gemma":0.0001254329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002953573,"about_ca_topic_score_gemma":0.0005666704,"domain_scores_codex":[0.9997438,0.00005665778,0.00001294879,0.00004057607,0.00006749524,0.00007852857],"domain_scores_gemma":[0.9997849,0.00009386341,0.00005214639,0.00001592928,0.00002938849,0.00002367039],"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":[0.00006642992,0.00001738863,0.0001779993,0.00005370642,0.000009627498,0.00003140226,0.00002928208,0.0001008827,0.9987828,0.0001171731,0.00001590688,0.0005972615],"study_design_scores_gemma":[0.000003171261,0.00007739891,0.0005779403,0.000001466292,0.000005970845,0.00002019799,0.00001743101,0.0005463281,0.9984292,0.00001179715,0.0003064797,0.000002572053],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978823,0.0003892841,0.0009409242,0.00001976908,0.000007263518,0.000008730922,0.00005108225,0.00001354201,0.0006870592],"genre_scores_gemma":[0.9978997,0.0002849251,0.001138572,0.00001587661,0.000004561548,0.00001222504,0.00009560941,0.000007686789,0.0005409513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007491165,"threshold_uncertainty_score":0.002506018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004106345097023954,"score_gpt":0.1907182676283244,"score_spread":0.1866119225313004,"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."}}