{"id":"W4412727853","doi":"10.1021/acs.langmuir.5c03492","title":"Pioneers in Applied and Fundamental Interfacial Chemistry: Shaoyi Jiang","year":2025,"lang":"en","type":"editorial","venue":"Langmuir","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Polymer science; Chemistry; Nanotechnology; Chemical engineering; Materials 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":[0.008127445,0.005454709,0.004396814,0.00431586,0.002982989,0.006908191,0.003292133,0.01338326,0.008088442],"category_scores_gemma":[0.01430496,0.001580627,0.002152303,0.001556898,0.002715681,0.00578421,0.002454809,0.01912368,0.007900086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003290924,"about_ca_system_score_gemma":0.00251857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001323384,"about_ca_topic_score_gemma":0.00428416,"domain_scores_codex":[0.9943896,0.0008745117,0.0005314003,0.0008134245,0.00307984,0.0003112894],"domain_scores_gemma":[0.9883848,0.003225518,0.0007835494,0.0002781439,0.005277798,0.002050102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006457151,0.00001364122,0.000022341,0.0002826957,0.00002926213,0.0001179004,0.00001319077,0.00002978699,0.000250546,0.0005064329,0.9899867,0.008682934],"study_design_scores_gemma":[0.00006115517,0.00002758213,0.0001744891,0.0001532879,0.00006595528,0.0001999606,0.00002257138,0.0001507812,0.0003875207,0.0009743028,0.9977614,0.00002097231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003951012,0.01871013,0.0002792968,0.02831993,0.9515656,0.00001339955,0.00002290473,0.00003222865,0.001017082],"genre_scores_gemma":[0.0007100712,0.01229206,0.0002128798,0.01850422,0.9518161,0.00002381322,0.00002349201,0.0000560162,0.01636141],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01338326,"threshold_uncertainty_score":0.04298258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005359702022118758,"score_gpt":0.2603153414473471,"score_spread":0.2549556394252283,"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."}}