{"id":"W4395659936","doi":"10.15376/biores.19.2.3520-3542","title":"Industrial byproducts as adhesive allies: Unraveling the role of proteins and isocyanates in polyurethane wood bonding","year":2024,"lang":"en","type":"article","venue":"BioResources","topic":"Color perception and design","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Polyurethane; Adhesive; Materials science; Composite material; Pulp and paper industry; Polymer science; Engineering","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":[0.0002999679,0.0005104218,0.000204266,0.0003640899,0.0002184496,0.0006698594,0.0002029231,0.0003636364,0.0009096659],"category_scores_gemma":[0.0001659361,0.000145166,0.0002595277,0.0002551597,0.0002921848,0.0008668995,0.0003668932,0.0005128209,0.0001952686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002328573,"about_ca_system_score_gemma":0.0002604406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004934337,"about_ca_topic_score_gemma":0.001168916,"domain_scores_codex":[0.9998423,0.00003752753,0.000006178425,0.00003063752,0.00005340074,0.00002998585],"domain_scores_gemma":[0.9998891,0.00002571632,0.00003691536,0.000008676666,0.00002769348,0.00001180917],"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":[0.00005883192,0.00009889602,0.001234141,0.0005136805,0.00001863344,0.0002064806,0.0002340615,0.0002928312,0.9711057,0.001425896,0.00006989083,0.02474102],"study_design_scores_gemma":[0.00000409725,0.0007375634,0.009422426,0.0001173989,0.00005797442,0.0003296456,0.0006809572,0.001533112,0.9745746,0.0007783108,0.01174341,0.00002059579],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9585207,0.02616065,0.009795963,0.000216803,0.00004117488,0.00003366303,0.00004371159,0.00002368858,0.005163759],"genre_scores_gemma":[0.9765534,0.01438117,0.006641429,0.00009862899,0.00002013226,0.00001818645,0.00003439433,0.0000154154,0.002237311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009096659,"threshold_uncertainty_score":0.003043115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03066190136468191,"score_gpt":0.2934838070660762,"score_spread":0.2628219057013944,"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."}}