{"id":"W7104980942","doi":"10.1039/d5gc05423k","title":"Hydrophobic and mechanically reinforcing coatings from palmitoylated lignin <i>via</i> waterborne spraying","year":2025,"lang":"en","type":"article","venue":"Green Chemistry","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Canada Excellence Research Chairs, Government of Canada; Canada Foundation for Innovation; Unilever","keywords":"Lignin; Superhydrophobic coating; Coating; Contact angle; Aqueous solution; Sustainable energy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008277794,0.0002777391,0.0002825801,0.00002075924,0.00008609805,0.00006195682,0.000237076,0.0002862204,0.00003738161],"category_scores_gemma":[0.00001536795,0.0002937623,0.00006376291,0.0001736017,0.00004347383,0.00007961199,0.0001423199,0.0003616278,0.00001492895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007162648,"about_ca_system_score_gemma":0.0000259766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001494392,"about_ca_topic_score_gemma":0.000002137587,"domain_scores_codex":[0.9988071,0.000005591644,0.0003547259,0.0003399374,0.0001430316,0.0003496366],"domain_scores_gemma":[0.999365,0.00007103256,0.00004483354,0.0003572467,0.00003282739,0.0001290368],"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":[0.000003993505,0.000005858541,0.0003111138,0.0003210693,0.00006317344,0.00002087713,0.00009055615,0.00003835636,0.9959985,0.00000253962,0.002226951,0.0009169889],"study_design_scores_gemma":[0.000517173,0.000004892375,0.00001612338,0.0002399958,0.0000462795,0.000009641793,0.00007062691,0.004245678,0.9932634,0.0003669181,0.0009164102,0.0003028819],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701459,0.0006278102,0.0004025522,0.0001289689,0.0001405752,0.00008170083,0.00002087291,0.0005896964,0.02786193],"genre_scores_gemma":[0.9972996,0.00006272996,0.0006353523,0.0001342032,0.0001630222,0.00001523445,0.00007397844,0.00003924138,0.001576648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0271537,"threshold_uncertainty_score":0.9999514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002429260666211176,"score_gpt":0.1666893776148202,"score_spread":0.164260116948609,"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."}}