{"id":"W4413928631","doi":"10.1039/d5lf00162e","title":"From vinyl to allyl: how a single-carbon difference alters glass surface architecture, reactivity and function","year":2025,"lang":"en","type":"article","venue":"RSC Applied Interfaces","topic":"Green IT and Sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network; Université du Québec à Montréal","funders":"Université de Montréal; Mitacs","keywords":"Reactivity (psychology); Function (biology); Carbon fibers; Architecture; Materials science; Surface (topology); Polymer chemistry; Chemistry; Chemical engineering; Composite material; Mathematics; Art; Engineering; Geometry; Biology; Visual arts; Composite number","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":[],"consensus_categories":[],"category_scores_codex":[0.0001178716,0.0002466795,0.0002712618,0.00007947362,0.00004932519,0.000113651,0.0001560289,0.0001173934,0.00000847453],"category_scores_gemma":[0.00003267531,0.0002343555,0.00003015055,0.0001840848,0.00005745005,0.00004987873,0.0001161126,0.0002731162,0.000003575675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001694737,"about_ca_system_score_gemma":0.00001504398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002666344,"about_ca_topic_score_gemma":0.0003179038,"domain_scores_codex":[0.9990194,0.00003351658,0.000148671,0.000389288,0.0001252218,0.000283926],"domain_scores_gemma":[0.9993863,0.0001654826,0.00002579062,0.000309305,0.00002766001,0.00008544572],"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":[0.0003081123,0.00006597591,0.003788354,0.0001897617,0.000141655,0.000001760956,0.00153842,0.005891219,0.8843,0.0002597279,0.0004129137,0.1031021],"study_design_scores_gemma":[0.001436414,0.0003446287,0.1128684,0.0002714238,0.0001867468,0.000001962574,0.003975708,0.02915826,0.8134169,0.02250555,0.01444558,0.001388429],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552134,0.0001441077,0.03816213,0.0004446013,0.0003107054,0.0003463989,0.0000109066,0.000302503,0.00506527],"genre_scores_gemma":[0.9989812,0.00000554373,0.0005865566,0.00005812768,0.00004389373,0.00002897713,0.000005766786,0.00002124582,0.0002686963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1090801,"threshold_uncertainty_score":0.955674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008156855319125984,"score_gpt":0.1973984097017481,"score_spread":0.1892415543826221,"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."}}