{"id":"W4415468501","doi":"10.1002/smll.70718","title":"Flower‐Like Covalent Organic Frameworks for Superior Corrosion Resistance and Durability in Epoxy Coatings (Small 42/2025)","year":2025,"lang":"en","type":"article","venue":"Small","topic":"Covalent Organic Framework Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus","funders":"","keywords":"Epoxy; Corrosion; Durability; Covalent bond; Electrochemistry; Molybdenum; Adsorption; Metal","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008936295,0.0002544483,0.000374395,0.0001113925,0.0002447479,0.0001438121,0.0004567851,0.0004138309,0.0003551716],"category_scores_gemma":[0.001115182,0.0002620983,0.00007001321,0.0005609678,0.0001973325,0.0000913403,0.0002883832,0.000473364,0.00005080163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002557622,"about_ca_system_score_gemma":0.0002082592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005069036,"about_ca_topic_score_gemma":0.002637414,"domain_scores_codex":[0.9978266,0.00009332794,0.000598304,0.0008346479,0.0001697174,0.0004773866],"domain_scores_gemma":[0.9981115,0.0006982558,0.0001281537,0.0007977093,0.0001632896,0.0001011025],"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":[0.0002574522,0.0002900773,0.01560592,0.0006044728,0.000005161606,0.000003874194,0.001004341,0.00002189289,0.9710171,0.00853914,0.001893969,0.0007565797],"study_design_scores_gemma":[0.008071611,0.0004544947,0.1677828,0.003632517,0.0003620622,0.0000216745,0.002368679,0.002721353,0.6477345,0.09043588,0.07354981,0.002864584],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309538,0.000849537,0.06126152,0.004413792,0.0006897931,0.001409695,0.00005862835,0.0001604711,0.0002027627],"genre_scores_gemma":[0.9704317,0.00007784062,0.02601851,0.0009999881,0.00005929163,0.0003679195,0.00001789788,0.00003495481,0.001991846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3232826,"threshold_uncertainty_score":0.9999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137295213827664,"score_gpt":0.2563343896867862,"score_spread":0.2426048683040198,"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."}}