{"id":"W7085849000","doi":"10.1021/acsapm.5c02745","title":"Temperature Rising Elution Fractionation × Size Exclusion Chromatography Cross-Fractionation of Ethylene/1-Hexene Copolymers: Model Development and Applications","year":2025,"lang":"en","type":"article","venue":"ACS Applied Polymer Materials","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Thailand Research Fund","keywords":"Fractionation; Elution; Size-exclusion chromatography; Crystallization; Solvent; Copolymer","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":[],"consensus_categories":[],"category_scores_codex":[0.0002887168,0.0001753887,0.0001960173,0.0001133122,0.0004346973,0.0000953307,0.0001090807,0.0001609521,0.0002271362],"category_scores_gemma":[0.0000186642,0.0001827615,0.00001984424,0.0003391813,0.0001404154,0.0001998036,0.0001541364,0.00007487454,0.00001819962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001072031,"about_ca_system_score_gemma":0.00004613823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001367847,"about_ca_topic_score_gemma":0.00001317527,"domain_scores_codex":[0.9986846,0.0000271121,0.0004537913,0.0003585939,0.0002919534,0.0001838798],"domain_scores_gemma":[0.9993509,0.0001066879,0.0002673845,0.0001953277,0.0000333738,0.00004629755],"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":[0.00004279415,0.00006090335,0.0004648417,0.0000457867,0.00002491987,1.071391e-7,0.0001911719,0.0005791557,0.9800531,0.008474523,0.0002161595,0.009846522],"study_design_scores_gemma":[0.0003954052,0.000006549077,0.02935716,0.0000286548,0.00002669041,0.000001380042,0.00008840542,0.0001371455,0.9649227,0.00330684,0.001549681,0.0001794412],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834426,0.0002104204,0.01165868,0.0001454526,0.0001651679,0.0004835255,0.00005248372,0.00005893595,0.003782705],"genre_scores_gemma":[0.9956769,0.00008728957,0.003258395,0.0002778285,0.00003731456,0.0002296968,0.0001418435,0.00001536324,0.0002754217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02889232,"threshold_uncertainty_score":0.7452799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006411962460124098,"score_gpt":0.2502320793843454,"score_spread":0.2438201169242213,"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."}}