{"id":"W4407324151","doi":"10.1007/s40843-024-3224-9","title":"Covalent organic framework materials with advanced topologies for efficient methane adsorption","year":2025,"lang":"en","type":"article","venue":"Science China Materials","topic":"Covalent Organic Framework Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Covalent bond; Adsorption; Methane; Network topology; Covalent organic framework; Chemical engineering; Nanotechnology; Organic chemistry; Computer science; Chemistry","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":[0.00006623778,0.0003925511,0.0001262296,0.0002965169,0.0002300489,0.0003497039,0.0004135488,0.0003299101,0.002628994],"category_scores_gemma":[0.0001076638,0.0001207043,0.0001467949,0.0002439917,0.0001408866,0.0004642799,0.0003640368,0.0003521936,0.0003853728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002308071,"about_ca_system_score_gemma":0.00009011027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003185718,"about_ca_topic_score_gemma":0.001095529,"domain_scores_codex":[0.9999572,0.00000465857,0.000002285735,0.000008407495,0.00000951754,0.00001793929],"domain_scores_gemma":[0.9999768,0.00000410766,0.000006035929,0.000004153758,0.000003071388,0.000005838085],"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":[0.0001980803,0.000116132,0.0004270927,0.0005014995,0.00004282458,0.0002949744,0.00009472604,0.002832598,0.9299016,0.03321835,0.001754916,0.03061728],"study_design_scores_gemma":[0.0000654988,0.0008435383,0.00216335,0.00002774648,0.00006841656,0.0003282322,0.0001125178,0.0133147,0.9352828,0.003592317,0.04413364,0.00006729024],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525793,0.004014145,0.01677392,0.0002547506,0.0003238236,0.00005855135,0.0004081336,0.0004660235,0.0251214],"genre_scores_gemma":[0.9930692,0.0007453141,0.003619825,0.00004603223,0.00002301659,0.00003534992,0.0001389157,0.00002057201,0.002301894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002628994,"threshold_uncertainty_score":0.008794844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014947531014014,"score_gpt":0.2938571521595862,"score_spread":0.283707676849446,"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."}}