{"id":"W4413786622","doi":"10.1016/j.surfin.2025.107545","title":"Template driven biopolymer adsorption in surface patterned duplex biocomposites - a dye probe investigation","year":2025,"lang":"en","type":"article","venue":"Surfaces and Interfaces","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Government of Saskatchewan; Agricultural Development Fund; Ministry of Agriculture - Saskatchewan; University of Saskatchewan; Ministry of Agriculture","keywords":"Materials science; Biopolymer; Adsorption; Chemical engineering; Duplex (building); Nanotechnology; Composite material; Polymer; Organic chemistry","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":[0.0001676121,0.0003806845,0.0002614031,0.0001817722,0.0001417484,0.0003247441,0.0002653712,0.0004904905,0.0007047739],"category_scores_gemma":[0.0002820784,0.0001916452,0.0002102478,0.0001475814,0.0002648788,0.0003726306,0.0002155801,0.0004310705,0.0003748221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004004381,"about_ca_system_score_gemma":0.0001791378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005993739,"about_ca_topic_score_gemma":0.001242536,"domain_scores_codex":[0.9997707,0.0000243532,0.00001206358,0.00005581701,0.00009832666,0.00003878108],"domain_scores_gemma":[0.9998364,0.00005592688,0.00003784224,0.00002208367,0.00003085517,0.0000168733],"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":[0.000004918571,0.000003786335,0.00002124589,0.00001335296,8.661913e-7,0.00001170589,0.000008460595,0.00004007633,0.9994755,0.00002545937,0.000005421493,0.0003892863],"study_design_scores_gemma":[8.986464e-7,0.00002418296,0.0002213717,7.835763e-7,0.000001306263,0.00002353448,0.000005134766,0.0005081135,0.9988938,0.000006791348,0.00031185,0.000002224071],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836109,0.001091563,0.01333953,0.00007340192,0.00003205178,0.00005509726,0.0001289101,0.0001845037,0.001484059],"genre_scores_gemma":[0.9778347,0.0007063287,0.01868052,0.00009313644,0.00001152144,0.00007545419,0.0001280617,0.00005663494,0.00241363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007047739,"threshold_uncertainty_score":0.002905428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086543446082004,"score_gpt":0.2232841210973833,"score_spread":0.2124186866365633,"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."}}